diff --git a/.gitignore b/.gitignore
index e5337e9..67c16ef 100644
--- a/.gitignore
+++ b/.gitignore
@@ -33,6 +33,7 @@ scripts/reports/**/report_*/
 !/papers/__init__.py
 !/papers/voice/
 !/papers/voice/**
+/papers/voice/**/reports/
 /papers/**/__pycache__/
 /papers/**/*.py[cod]
 
diff --git a/papers/voice/assistant_axis/reports/papers_voice_assistant_axis_llama33_70b_asset_score/report_da90d89a7608_10926cfa/assets/manifest.json b/papers/voice/assistant_axis/reports/papers_voice_assistant_axis_llama33_70b_asset_score/report_da90d89a7608_10926cfa/assets/manifest.json
deleted file mode 100644
index 71c0777..0000000
--- a/papers/voice/assistant_axis/reports/papers_voice_assistant_axis_llama33_70b_asset_score/report_da90d89a7608_10926cfa/assets/manifest.json
+++ /dev/null
@@ -1,14 +0,0 @@
-{
-  "figures": {},
-  "tables": {},
-  "unsupported_inputs": [
-    {
-      "artifact_id": "projection_1_4ba7e075",
-      "artifact_kind": "projection",
-      "downloaded_result_path": "papers/voice/assistant_axis/reports/papers_voice_assistant_axis_llama33_70b_asset_score/report_da90d89a7608_10926cfa/results/score_trace_results.json",
-      "reason": "unsupported_result_kind",
-      "result_kind": "projection_result",
-      "step_name": "score_trace"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/papers/voice/assistant_axis/reports/papers_voice_assistant_axis_llama33_70b_asset_score/report_da90d89a7608_10926cfa/report.json b/papers/voice/assistant_axis/reports/papers_voice_assistant_axis_llama33_70b_asset_score/report_da90d89a7608_10926cfa/report.json
deleted file mode 100644
index c81b672..0000000
--- a/papers/voice/assistant_axis/reports/papers_voice_assistant_axis_llama33_70b_asset_score/report_da90d89a7608_10926cfa/report.json
+++ /dev/null
@@ -1,176 +0,0 @@
-{
-  "inputs": [
-    {
-      "artifact_id": "projection_1_4ba7e075",
-      "artifact_kind": "projection",
-      "created_at": "2026-05-26T18:06:05.006324+00:00",
-      "downloaded_result_path": "papers/voice/assistant_axis/reports/papers_voice_assistant_axis_llama33_70b_asset_score/report_da90d89a7608_10926cfa/results/score_trace_results.json",
-      "engine": {},
-      "example_coverage": {
-        "example_count": 1,
-        "example_key_count": 1,
-        "materialized": true
-      },
-      "feature_names": [],
-      "has_generations": false,
-      "input_artifact_refs": [
-        "assistant_axis_precomputed_coordinate_1_da685d16",
-        "assistant_axis_trait_coordinate_1_7c98b591",
-        "capture_1_e6e8be906bd6"
-      ],
-      "label_names": [
-        "projection__assistant_axis__layer_40__max",
-        "projection__assistant_axis__layer_40__mean",
-        "projection__assistant_axis__layer_40__min",
-        "projection__assistant_axis__layer_40__slice_count",
-        "projection__assistant_axis__layer_40__trend",
-        "projection__assistant_axis_trait_calm__layer_40__max",
-        "projection__assistant_axis_trait_calm__layer_40__mean",
-        "projection__assistant_axis_trait_calm__layer_40__min",
-        "projection__assistant_axis_trait_calm__layer_40__slice_count",
-        "projection__assistant_axis_trait_calm__layer_40__trend"
-      ],
-      "name": "score_trace",
-      "primary_output": {
-        "bytes": 3980,
-        "format": "json",
-        "name": "result",
-        "path": "/data/artifacts/model-assets/vectors/assistant-axis/papers_voice_assistant_axis_llama33_70b_asset_score_modal_smoke/projection_1_4ba7e075/result.json",
-        "store": "modal_volume"
-      },
-      "runtime": {
-        "runner_kind": "modal",
-        "runtime_app_id": "ap-g4kWBAsclhj0X3QJ9snPYi",
-        "volume_mappings": [
-          {
-            "mount_path": "/data",
-            "name": "xenon-data",
-            "role": "artifact_store"
-          },
-          {
-            "mount_path": "/models",
-            "name": "yora-models",
-            "role": "runner_resource"
-          }
-        ]
-      },
-      "storage": {
-        "labels": {
-          "count": 10,
-          "items": {
-            "projection__assistant_axis__layer_40__max": {
-              "bytes": 129,
-              "format": "json",
-              "path": "/data/artifacts/model-assets/vectors/assistant-axis/papers_voice_assistant_axis_llama33_70b_asset_score_modal_smoke/projection_1_4ba7e075/labels/projection__assistant_axis__layer_40__max.json",
-              "store": "modal_volume"
-            },
-            "projection__assistant_axis__layer_40__mean": {
-              "bytes": 130,
-              "format": "json",
-              "path": "/data/artifacts/model-assets/vectors/assistant-axis/papers_voice_assistant_axis_llama33_70b_asset_score_modal_smoke/projection_1_4ba7e075/labels/projection__assistant_axis__layer_40__mean.json",
-              "store": "modal_volume"
-            },
-            "projection__assistant_axis__layer_40__min": {
-              "bytes": 129,
-              "format": "json",
-              "path": "/data/artifacts/model-assets/vectors/assistant-axis/papers_voice_assistant_axis_llama33_70b_asset_score_modal_smoke/projection_1_4ba7e075/labels/projection__assistant_axis__layer_40__min.json",
-              "store": "modal_volume"
-            },
-            "projection__assistant_axis__layer_40__slice_count": {
-              "bytes": 120,
-              "format": "json",
-              "path": "/data/artifacts/model-assets/vectors/assistant-axis/papers_voice_assistant_axis_llama33_70b_asset_score_modal_smoke/projection_1_4ba7e075/labels/projection__assistant_axis__layer_40__slice_count.json",
-              "store": "modal_volume"
-            },
-            "projection__assistant_axis__layer_40__trend": {
-              "bytes": 116,
-              "format": "json",
-              "path": "/data/artifacts/model-assets/vectors/assistant-axis/papers_voice_assistant_axis_llama33_70b_asset_score_modal_smoke/projection_1_4ba7e075/labels/projection__assistant_axis__layer_40__trend.json",
-              "store": "modal_volume"
-            },
-            "projection__assistant_axis_trait_calm__layer_40__max": {
-              "bytes": 140,
-              "format": "json",
-              "path": "/data/artifacts/model-assets/vectors/assistant-axis/papers_voice_assistant_axis_llama33_70b_asset_score_modal_smoke/projection_1_4ba7e075/labels/projection__assistant_axis_trait_calm__layer_40__max.json",
-              "store": "modal_volume"
-            },
-            "projection__assistant_axis_trait_calm__layer_40__mean": {
-              "bytes": 141,
-              "format": "json",
-              "path": "/data/artifacts/model-assets/vectors/assistant-axis/papers_voice_assistant_axis_llama33_70b_asset_score_modal_smoke/projection_1_4ba7e075/labels/projection__assistant_axis_trait_calm__layer_40__mean.json",
-              "store": "modal_volume"
-            },
-            "projection__assistant_axis_trait_calm__layer_40__min": {
-              "bytes": 140,
-              "format": "json",
-              "path": "/data/artifacts/model-assets/vectors/assistant-axis/papers_voice_assistant_axis_llama33_70b_asset_score_modal_smoke/projection_1_4ba7e075/labels/projection__assistant_axis_trait_calm__layer_40__min.json",
-              "store": "modal_volume"
-            },
-            "projection__assistant_axis_trait_calm__layer_40__slice_count": {
-              "bytes": 131,
-              "format": "json",
-              "path": "/data/artifacts/model-assets/vectors/assistant-axis/papers_voice_assistant_axis_llama33_70b_asset_score_modal_smoke/projection_1_4ba7e075/labels/projection__assistant_axis_trait_calm__layer_40__slice_count.json",
-              "store": "modal_volume"
-            },
-            "projection__assistant_axis_trait_calm__layer_40__trend": {
-              "bytes": 127,
-              "format": "json",
-              "path": "/data/artifacts/model-assets/vectors/assistant-axis/papers_voice_assistant_axis_llama33_70b_asset_score_modal_smoke/projection_1_4ba7e075/labels/projection__assistant_axis_trait_calm__layer_40__trend.json",
-              "store": "modal_volume"
-            }
-          }
-        },
-        "manifest": {
-          "bytes": 6396,
-          "format": "json",
-          "path": "/data/artifacts/model-assets/vectors/assistant-axis/papers_voice_assistant_axis_llama33_70b_asset_score_modal_smoke/projection_1_4ba7e075/manifest.json",
-          "store": "modal_volume"
-        },
-        "result": {
-          "bytes": 3980,
-          "format": "json",
-          "path": "/data/artifacts/model-assets/vectors/assistant-axis/papers_voice_assistant_axis_llama33_70b_asset_score_modal_smoke/projection_1_4ba7e075/result.json",
-          "store": "modal_volume"
-        }
-      },
-      "summary": {
-        "coordinate_count": 2,
-        "example_summary_count": 2,
-        "layer_count": 1,
-        "slice_row_count": 2
-      },
-      "workflow": {
-        "run_id": "wr_ec0db66d3034_dd11f07d",
-        "step_index": 3,
-        "step_name": "score_trace",
-        "workflow_name": "papers_voice_assistant_axis_llama33_70b_asset_score",
-        "workflow_step_key": "ec0db66d30347a2d151211ff802ff78b22c4e0287ca3be37f24135d726afbec6.score_trace"
-      }
-    }
-  ],
-  "kind": "report_result",
-  "local_results": [
-    {
-      "artifact_id": "projection_1_4ba7e075",
-      "artifact_kind": "projection",
-      "name": "score_trace",
-      "path": "papers/voice/assistant_axis/reports/papers_voice_assistant_axis_llama33_70b_asset_score/report_da90d89a7608_10926cfa/results/score_trace_results.json",
-      "source": {
-        "bytes": 3980,
-        "format": "json",
-        "path": "/data/artifacts/model-assets/vectors/assistant-axis/papers_voice_assistant_axis_llama33_70b_asset_score_modal_smoke/projection_1_4ba7e075/result.json",
-        "store": "modal_volume"
-      }
-    }
-  ],
-  "output_dir": "papers/voice/assistant_axis/reports/papers_voice_assistant_axis_llama33_70b_asset_score",
-  "summary": {
-    "example_count": 1,
-    "figures": {},
-    "input_count": 1,
-    "step_summaries": {},
-    "tables": {},
-    "template": "voice_assistant_axis_byot"
-  },
-  "template": "voice_assistant_axis_byot"
-}
\ No newline at end of file
diff --git a/papers/voice/assistant_axis/reports/papers_voice_assistant_axis_llama33_70b_asset_score/report_da90d89a7608_10926cfa/report.md b/papers/voice/assistant_axis/reports/papers_voice_assistant_axis_llama33_70b_asset_score/report_da90d89a7608_10926cfa/report.md
deleted file mode 100644
index de5e5b2..0000000
--- a/papers/voice/assistant_axis/reports/papers_voice_assistant_axis_llama33_70b_asset_score/report_da90d89a7608_10926cfa/report.md
+++ /dev/null
@@ -1,30 +0,0 @@
-# voice_assistant_axis_byot
-
-- template: `voice_assistant_axis_byot`
-- input_count: 1
-- example_count: 1
-- manifest: `assets/manifest.json`
-- summary: `summary.json`
-
-## Inputs
-
-### score_trace
-
-- artifact_id: `projection_1_4ba7e075`
-- artifact_kind: `projection`
-- provenance: run `wr_ec0db66d3034_dd11f07d` / step `score_trace` / index `3`
-- runtime: runner `modal` / app `ap-g4kWBAsclhj0X3QJ9snPYi`
-- results: `results/score_trace_results.json`
-
-## Summary
-
-```json
-{
-  "example_count": 1,
-  "figures": {},
-  "input_count": 1,
-  "step_summaries": {},
-  "tables": {},
-  "template": "voice_assistant_axis_byot"
-}
-```
diff --git a/papers/voice/assistant_axis/reports/papers_voice_assistant_axis_llama33_70b_asset_score/report_da90d89a7608_10926cfa/results/score_trace_results.json b/papers/voice/assistant_axis/reports/papers_voice_assistant_axis_llama33_70b_asset_score/report_da90d89a7608_10926cfa/results/score_trace_results.json
deleted file mode 100644
index e6018dc..0000000
--- a/papers/voice/assistant_axis/reports/papers_voice_assistant_axis_llama33_70b_asset_score/report_da90d89a7608_10926cfa/results/score_trace_results.json
+++ /dev/null
@@ -1,127 +0,0 @@
-{
-  "coordinates": [
-    {
-      "layers": [
-        40
-      ],
-      "metadata": {
-        "asset_id": "assistant-axis-llama-3.3-70b-released-v1",
-        "asset_root": "/data/artifacts/model-assets/vectors/assistant-axis/llama-3.3-70b/released/v1",
-        "asset_status": "released",
-        "capping_experiment": "layers_56:72-p0.25",
-        "display_name": "Llama 3.3 70B",
-        "filename": "llama-3.3-70b/assistant_axis.pt",
-        "hf_axis_filename": "llama-3.3-70b/assistant_axis.pt",
-        "hf_capping_config_filename": "llama-3.3-70b/capping_config.pt",
-        "hf_default_vector_filename": "llama-3.3-70b/default_vector.pt",
-        "model_id": "meta-llama/Llama-3.3-70B-Instruct",
-        "model_key": "llama_3_3_70b",
-        "model_volume": "yora-models",
-        "model_volume_status": "transitional",
-        "paper": "assistant_axis",
-        "repo_id": "lu-christina/assistant-axis-vectors",
-        "revision": null,
-        "short_name": "llama-3.3-70b",
-        "source": "precomputed_huggingface",
-        "source_repo_id": "lu-christina/assistant-axis-vectors",
-        "target_layer": 40,
-        "total_layers": 80
-      },
-      "name": "assistant_axis",
-      "source_kind": "coordinate_result"
-    },
-    {
-      "layers": [
-        40
-      ],
-      "metadata": {
-        "asset_id": "assistant-axis-llama-3.3-70b-released-v1",
-        "asset_root": "/data/artifacts/model-assets/vectors/assistant-axis/llama-3.3-70b/released/v1",
-        "asset_status": "released",
-        "capping_experiment": "layers_56:72-p0.25",
-        "display_name": "Llama 3.3 70B",
-        "filename": "llama-3.3-70b/trait_vectors/calm.pt",
-        "hf_axis_filename": "llama-3.3-70b/assistant_axis.pt",
-        "hf_capping_config_filename": "llama-3.3-70b/capping_config.pt",
-        "hf_default_vector_filename": "llama-3.3-70b/default_vector.pt",
-        "model_id": "meta-llama/Llama-3.3-70B-Instruct",
-        "model_key": "llama_3_3_70b",
-        "model_volume": "yora-models",
-        "model_volume_status": "transitional",
-        "paper": "assistant_axis",
-        "repo_id": "lu-christina/assistant-axis-vectors",
-        "revision": null,
-        "short_name": "llama-3.3-70b",
-        "source": "precomputed_huggingface_trait_vector",
-        "source_repo_id": "lu-christina/assistant-axis-vectors",
-        "target_layer": 40,
-        "total_layers": 80,
-        "trait": "calm"
-      },
-      "name": "assistant_axis_trait__calm",
-      "source_kind": "coordinate_result"
-    }
-  ],
-  "example_summaries": [
-    {
-      "coordinate": "assistant_axis",
-      "example_key": "trace_0",
-      "layer": 40,
-      "metrics": {
-        "max": 0.6912977695465088,
-        "mean": 0.6912977695465088,
-        "min": 0.6912977695465088,
-        "trend": 0.0
-      },
-      "slice_count": 1
-    },
-    {
-      "coordinate": "assistant_axis_trait__calm",
-      "example_key": "trace_0",
-      "layer": 40,
-      "metrics": {
-        "max": 1.7051053047180176,
-        "mean": 1.7051053047180176,
-        "min": 1.7051053047180176,
-        "trend": 0.0
-      },
-      "slice_count": 1
-    }
-  ],
-  "feature": "response_residual",
-  "kind": "projection_result",
-  "metric": "signed_dot",
-  "pooling": "mean",
-  "rows": [
-    {
-      "coordinate": "assistant_axis",
-      "example_key": "trace_0",
-      "layer": 40,
-      "role": "assistant",
-      "score": 0.6912977695465088,
-      "slice_index": 0,
-      "slice_name": "assistant_response",
-      "slice_token_count": 30,
-      "tags": {},
-      "unit": "turn"
-    },
-    {
-      "coordinate": "assistant_axis_trait__calm",
-      "example_key": "trace_0",
-      "layer": 40,
-      "role": "assistant",
-      "score": 1.7051053047180176,
-      "slice_index": 0,
-      "slice_name": "assistant_response",
-      "slice_token_count": 30,
-      "tags": {},
-      "unit": "turn"
-    }
-  ],
-  "summary": {
-    "coordinate_count": 2,
-    "example_summary_count": 2,
-    "layer_count": 1,
-    "slice_row_count": 2
-  }
-}
\ No newline at end of file
diff --git a/papers/voice/assistant_axis/reports/papers_voice_assistant_axis_llama33_70b_asset_score/report_da90d89a7608_10926cfa/summary.json b/papers/voice/assistant_axis/reports/papers_voice_assistant_axis_llama33_70b_asset_score/report_da90d89a7608_10926cfa/summary.json
deleted file mode 100644
index aa707bf..0000000
--- a/papers/voice/assistant_axis/reports/papers_voice_assistant_axis_llama33_70b_asset_score/report_da90d89a7608_10926cfa/summary.json
+++ /dev/null
@@ -1,8 +0,0 @@
-{
-  "example_count": 1,
-  "figures": {},
-  "input_count": 1,
-  "step_summaries": {},
-  "tables": {},
-  "template": "voice_assistant_axis_byot"
-}
\ No newline at end of file
diff --git a/papers/voice/emotions/replication/reports/README.md b/papers/voice/emotions/replication/reports/README.md
deleted file mode 100644
index 9bd5253..0000000
--- a/papers/voice/emotions/replication/reports/README.md
+++ /dev/null
@@ -1,15 +0,0 @@
-# Reports
-
-Local reports and small summaries for the paper replication can live here.
-
-TODO: Add report subdirectories after runs, for example:
-
-- `story_smoke/`
-- `vector_space/`
-- `geometry/`
-- `heldout_scores/`
-- `steering_controls/`
-
-Do not store raw generations, activation dumps, or full generated datasets in
-this directory.
-
diff --git a/papers/voice/emotions/replication/reports/qwen_smoke/report_1c03a450cf2b_f00fbba3/assets/manifest.json b/papers/voice/emotions/replication/reports/qwen_smoke/report_1c03a450cf2b_f00fbba3/assets/manifest.json
deleted file mode 100644
index e4616dd..0000000
--- a/papers/voice/emotions/replication/reports/qwen_smoke/report_1c03a450cf2b_f00fbba3/assets/manifest.json
+++ /dev/null
@@ -1,38 +0,0 @@
-{
-  "figures": {},
-  "tables": {},
-  "unsupported_inputs": [
-    {
-      "artifact_id": "emotion_vector_space_1_ce103f73",
-      "artifact_kind": "emotion_vector_space",
-      "downloaded_result_path": "papers/voice/emotions/replication/reports/qwen_smoke/report_1c03a450cf2b_f00fbba3/results/emotion_space_results.json",
-      "reason": "unsupported_result_kind",
-      "result_kind": "emotion_vector_space_result",
-      "step_name": "emotion_space"
-    },
-    {
-      "artifact_id": "emotion_geometry_1_82191c10",
-      "artifact_kind": "emotion_geometry",
-      "downloaded_result_path": "papers/voice/emotions/replication/reports/qwen_smoke/report_1c03a450cf2b_f00fbba3/results/emotion_geometry_results.json",
-      "reason": "unsupported_result_kind",
-      "result_kind": "emotion_geometry_result",
-      "step_name": "emotion_geometry"
-    },
-    {
-      "artifact_id": "emotion_score_1_bda88b3d",
-      "artifact_kind": "emotion_score",
-      "downloaded_result_path": "papers/voice/emotions/replication/reports/qwen_smoke/report_1c03a450cf2b_f00fbba3/results/score_emotions_results.json",
-      "reason": "unsupported_result_kind",
-      "result_kind": "emotion_score_result",
-      "step_name": "score_emotions"
-    },
-    {
-      "artifact_id": "emotion_direction_1_b56e7903",
-      "artifact_kind": "emotion_direction",
-      "downloaded_result_path": "papers/voice/emotions/replication/reports/qwen_smoke/report_1c03a450cf2b_f00fbba3/results/happy_direction_results.json",
-      "reason": "unsupported_result_kind",
-      "result_kind": "direction_result",
-      "step_name": "happy_direction"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/papers/voice/emotions/replication/reports/qwen_smoke/report_1c03a450cf2b_f00fbba3/report.json b/papers/voice/emotions/replication/reports/qwen_smoke/report_1c03a450cf2b_f00fbba3/report.json
deleted file mode 100644
index b3c41d1..0000000
--- a/papers/voice/emotions/replication/reports/qwen_smoke/report_1c03a450cf2b_f00fbba3/report.json
+++ /dev/null
@@ -1,372 +0,0 @@
-{
-  "inputs": [
-    {
-      "artifact_id": "emotion_vector_space_1_ce103f73",
-      "artifact_kind": "emotion_vector_space",
-      "created_at": "2026-05-29T17:21:40.906102+00:00",
-      "downloaded_result_path": "papers/voice/emotions/replication/reports/qwen_smoke/report_1c03a450cf2b_f00fbba3/results/emotion_space_results.json",
-      "engine": {},
-      "example_coverage": {
-        "example_count": 4,
-        "example_key_count": 4,
-        "materialized": true
-      },
-      "feature_names": [],
-      "has_generations": false,
-      "input_artifact_refs": [
-        "capture_1_1c7393259b01",
-        "capture_1_ca21c669f9df"
-      ],
-      "label_names": [],
-      "name": "emotion_space",
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\ No newline at end of file
diff --git a/papers/voice/emotions/replication/reports/qwen_smoke/report_1c03a450cf2b_f00fbba3/report.md b/papers/voice/emotions/replication/reports/qwen_smoke/report_1c03a450cf2b_f00fbba3/report.md
deleted file mode 100644
index 9099e49..0000000
--- a/papers/voice/emotions/replication/reports/qwen_smoke/report_1c03a450cf2b_f00fbba3/report.md
+++ /dev/null
@@ -1,54 +0,0 @@
-# voice_emotions_qwen_smoke
-
-- template: `voice_emotions_qwen_smoke`
-- input_count: 4
-- example_count: 4
-- manifest: `assets/manifest.json`
-- summary: `summary.json`
-
-## Inputs
-
-### emotion_space
-
-- artifact_id: `emotion_vector_space_1_ce103f73`
-- artifact_kind: `emotion_vector_space`
-- provenance: run `wr_85fcc186ab83_e27b2237` / step `emotion_space` / index `2`
-- runtime: runner `modal` / app `ap-wNw6Fqvva1dvmSgR2iar14`
-- results: `results/emotion_space_results.json`
-
-### emotion_geometry
-
-- artifact_id: `emotion_geometry_1_82191c10`
-- artifact_kind: `emotion_geometry`
-- provenance: run `wr_85fcc186ab83_e27b2237` / step `emotion_geometry` / index `3`
-- runtime: runner `modal` / app `ap-YikqRyzjpL76xAjdrjGLn7`
-- results: `results/emotion_geometry_results.json`
-
-### score_emotions
-
-- artifact_id: `emotion_score_1_bda88b3d`
-- artifact_kind: `emotion_score`
-- provenance: run `wr_85fcc186ab83_e27b2237` / step `score_emotions` / index `4`
-- runtime: runner `modal` / app `ap-mDf5v3U8d7gELNXQl8EIoL`
-- results: `results/score_emotions_results.json`
-
-### happy_direction
-
-- artifact_id: `emotion_direction_1_b56e7903`
-- artifact_kind: `emotion_direction`
-- provenance: run `wr_85fcc186ab83_e27b2237` / step `happy_direction` / index `5`
-- runtime: runner `modal` / app `ap-IiA9s5qMcMuHctCRBuJoS5`
-- results: `results/happy_direction_results.json`
-
-## Summary
-
-```json
-{
-  "example_count": 4,
-  "figures": {},
-  "input_count": 4,
-  "step_summaries": {},
-  "tables": {},
-  "template": "voice_emotions_qwen_smoke"
-}
-```
diff --git a/papers/voice/emotions/replication/reports/qwen_smoke/report_1c03a450cf2b_f00fbba3/results/emotion_geometry_results.json b/papers/voice/emotions/replication/reports/qwen_smoke/report_1c03a450cf2b_f00fbba3/results/emotion_geometry_results.json
deleted file mode 100644
index 51c1440..0000000
--- a/papers/voice/emotions/replication/reports/qwen_smoke/report_1c03a450cf2b_f00fbba3/results/emotion_geometry_results.json
+++ /dev/null
@@ -1,8242 +0,0 @@
-{
-  "kind": "emotion_geometry_result",
-  "layers": {
-    "24": {
-      "concepts": [
-        "happy",
-        "sad"
-      ],
-      "cosine_similarity": [
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\ No newline at end of file
diff --git a/papers/voice/emotions/replication/reports/qwen_smoke/report_1c03a450cf2b_f00fbba3/results/emotion_space_results.json b/papers/voice/emotions/replication/reports/qwen_smoke/report_1c03a450cf2b_f00fbba3/results/emotion_space_results.json
deleted file mode 100644
index e309262..0000000
--- a/papers/voice/emotions/replication/reports/qwen_smoke/report_1c03a450cf2b_f00fbba3/results/emotion_space_results.json
+++ /dev/null
@@ -1,98450 +0,0 @@
-{
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-        ],
-        "variance_threshold": 0.5
-      }
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-  },
-  "metadata": {
-    "formula": "mean(concept examples) - mean(concept means)",
-    "model_id": "Qwen/Qwen3-8B",
-    "neutral_project_out": true,
-    "paper": "sofroniew2026twheemotion",
-    "pooling": "mean",
-    "source": "emotion_vector_space_spec",
-    "token_selector": {
-      "kind": "full_sequence",
-      "value": null
-    }
-  },
-  "summary": {
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-    "layer_count": 4,
-    "normalized": "l2",
-    "used_example_count": 4
-  },
-  "vector_space_kind": "story"
-}
\ No newline at end of file
diff --git a/papers/voice/emotions/replication/reports/qwen_smoke/report_1c03a450cf2b_f00fbba3/results/happy_direction_results.json b/papers/voice/emotions/replication/reports/qwen_smoke/report_1c03a450cf2b_f00fbba3/results/happy_direction_results.json
deleted file mode 100644
index d0c5102..0000000
--- a/papers/voice/emotions/replication/reports/qwen_smoke/report_1c03a450cf2b_f00fbba3/results/happy_direction_results.json
+++ /dev/null
@@ -1,8223 +0,0 @@
-{
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-  "metadata": {
-    "emotion": "happy",
-    "source": "emotion_direction_spec",
-    "steering_units": "AddDirectionPatch strength multiplies raw_vector; use residual_norm_by_layer to encode residual-norm fractions.",
-    "usage": "qwen_smoke_export",
-    "vector_space_kind": "story"
-  },
-  "name": "emotion__happy",
-  "summary": {
-    "emotion": "happy",
-    "layer_count": 1,
-    "scale": 1.0,
-    "source": "vector"
-  }
-}
\ No newline at end of file
diff --git a/papers/voice/emotions/replication/reports/qwen_smoke/report_1c03a450cf2b_f00fbba3/results/score_emotions_results.json b/papers/voice/emotions/replication/reports/qwen_smoke/report_1c03a450cf2b_f00fbba3/results/score_emotions_results.json
deleted file mode 100644
index 5ec62a1..0000000
--- a/papers/voice/emotions/replication/reports/qwen_smoke/report_1c03a450cf2b_f00fbba3/results/score_emotions_results.json
+++ /dev/null
@@ -1,251 +0,0 @@
-{
-  "coordinates": [
-    {
-      "layers": [
-        24
-      ],
-      "metadata": {
-        "emotion": "happy",
-        "vector_space_kind": "story"
-      },
-      "name": "emotion__happy",
-      "source_kind": "coordinate_result"
-    },
-    {
-      "layers": [
-        24
-      ],
-      "metadata": {
-        "emotion": "sad",
-        "vector_space_kind": "story"
-      },
-      "name": "emotion__sad",
-      "source_kind": "coordinate_result"
-    }
-  ],
-  "emotion_vector_space": {
-    "concept_count": 2,
-    "kind": "emotion_vector_space_result",
-    "layer_count": 4,
-    "metadata": {
-      "formula": "mean(concept examples) - mean(concept means)",
-      "model_id": "Qwen/Qwen3-8B",
-      "neutral_project_out": true,
-      "paper": "sofroniew2026twheemotion",
-      "pooling": "mean",
-      "source": "emotion_vector_space_spec",
-      "token_selector": {
-        "kind": "full_sequence",
-        "value": null
-      }
-    },
-    "vector_space_kind": "story"
-  },
-  "example_summaries": [
-    {
-      "coordinate": "emotion__happy",
-      "emotion": "happy",
-      "example_key": "happy_a",
-      "layer": 24,
-      "metrics": {
-        "max": -164.4060821533203,
-        "mean": -164.4060821533203
-      },
-      "slice_count": 1
-    },
-    {
-      "coordinate": "emotion__sad",
-      "emotion": "sad",
-      "example_key": "happy_a",
-      "layer": 24,
-      "metrics": {
-        "max": 164.40609741210938,
-        "mean": 164.40609741210938
-      },
-      "slice_count": 1
-    },
-    {
-      "coordinate": "emotion__happy",
-      "emotion": "happy",
-      "example_key": "happy_b",
-      "layer": 24,
-      "metrics": {
-        "max": -137.0406951904297,
-        "mean": -137.0406951904297
-      },
-      "slice_count": 1
-    },
-    {
-      "coordinate": "emotion__sad",
-      "emotion": "sad",
-      "example_key": "happy_b",
-      "layer": 24,
-      "metrics": {
-        "max": 137.0406951904297,
-        "mean": 137.0406951904297
-      },
-      "slice_count": 1
-    },
-    {
-      "coordinate": "emotion__happy",
-      "emotion": "happy",
-      "example_key": "sad_a",
-      "layer": 24,
-      "metrics": {
-        "max": -263.2185974121094,
-        "mean": -263.2185974121094
-      },
-      "slice_count": 1
-    },
-    {
-      "coordinate": "emotion__sad",
-      "emotion": "sad",
-      "example_key": "sad_a",
-      "layer": 24,
-      "metrics": {
-        "max": 263.2185974121094,
-        "mean": 263.2185974121094
-      },
-      "slice_count": 1
-    },
-    {
-      "coordinate": "emotion__happy",
-      "emotion": "happy",
-      "example_key": "sad_b",
-      "layer": 24,
-      "metrics": {
-        "max": -233.8968963623047,
-        "mean": -233.8968963623047
-      },
-      "slice_count": 1
-    },
-    {
-      "coordinate": "emotion__sad",
-      "emotion": "sad",
-      "example_key": "sad_b",
-      "layer": 24,
-      "metrics": {
-        "max": 233.8968963623047,
-        "mean": 233.8968963623047
-      },
-      "slice_count": 1
-    }
-  ],
-  "feature": "story_residual",
-  "kind": "emotion_score_result",
-  "metric": "signed_dot",
-  "pooling": "mean",
-  "rows": [
-    {
-      "coordinate": "emotion__happy",
-      "emotion": "happy",
-      "example_key": "happy_a",
-      "layer": 24,
-      "role": null,
-      "score": -164.4060821533203,
-      "slice_index": 1,
-      "slice_name": "assistant_response",
-      "slice_token_count": 28,
-      "tags": {},
-      "unit": "assistant_response"
-    },
-    {
-      "coordinate": "emotion__sad",
-      "emotion": "sad",
-      "example_key": "happy_a",
-      "layer": 24,
-      "role": null,
-      "score": 164.40609741210938,
-      "slice_index": 1,
-      "slice_name": "assistant_response",
-      "slice_token_count": 28,
-      "tags": {},
-      "unit": "assistant_response"
-    },
-    {
-      "coordinate": "emotion__happy",
-      "emotion": "happy",
-      "example_key": "happy_b",
-      "layer": 24,
-      "role": null,
-      "score": -137.0406951904297,
-      "slice_index": 1,
-      "slice_name": "assistant_response",
-      "slice_token_count": 31,
-      "tags": {},
-      "unit": "assistant_response"
-    },
-    {
-      "coordinate": "emotion__sad",
-      "emotion": "sad",
-      "example_key": "happy_b",
-      "layer": 24,
-      "role": null,
-      "score": 137.0406951904297,
-      "slice_index": 1,
-      "slice_name": "assistant_response",
-      "slice_token_count": 31,
-      "tags": {},
-      "unit": "assistant_response"
-    },
-    {
-      "coordinate": "emotion__happy",
-      "emotion": "happy",
-      "example_key": "sad_a",
-      "layer": 24,
-      "role": null,
-      "score": -263.2185974121094,
-      "slice_index": 1,
-      "slice_name": "assistant_response",
-      "slice_token_count": 22,
-      "tags": {},
-      "unit": "assistant_response"
-    },
-    {
-      "coordinate": "emotion__sad",
-      "emotion": "sad",
-      "example_key": "sad_a",
-      "layer": 24,
-      "role": null,
-      "score": 263.2185974121094,
-      "slice_index": 1,
-      "slice_name": "assistant_response",
-      "slice_token_count": 22,
-      "tags": {},
-      "unit": "assistant_response"
-    },
-    {
-      "coordinate": "emotion__happy",
-      "emotion": "happy",
-      "example_key": "sad_b",
-      "layer": 24,
-      "role": null,
-      "score": -233.8968963623047,
-      "slice_index": 1,
-      "slice_name": "assistant_response",
-      "slice_token_count": 20,
-      "tags": {},
-      "unit": "assistant_response"
-    },
-    {
-      "coordinate": "emotion__sad",
-      "emotion": "sad",
-      "example_key": "sad_b",
-      "layer": 24,
-      "role": null,
-      "score": 233.8968963623047,
-      "slice_index": 1,
-      "slice_name": "assistant_response",
-      "slice_token_count": 20,
-      "tags": {},
-      "unit": "assistant_response"
-    }
-  ],
-  "summary": {
-    "coordinate_count": 2,
-    "example_summary_count": 8,
-    "layer_count": 1,
-    "slice_row_count": 8
-  },
-  "vector_space_kind": "story"
-}
\ No newline at end of file
diff --git a/papers/voice/emotions/replication/reports/qwen_smoke/report_1c03a450cf2b_f00fbba3/summary.json b/papers/voice/emotions/replication/reports/qwen_smoke/report_1c03a450cf2b_f00fbba3/summary.json
deleted file mode 100644
index cbb70a6..0000000
--- a/papers/voice/emotions/replication/reports/qwen_smoke/report_1c03a450cf2b_f00fbba3/summary.json
+++ /dev/null
@@ -1,8 +0,0 @@
-{
-  "example_count": 4,
-  "figures": {},
-  "input_count": 4,
-  "step_summaries": {},
-  "tables": {},
-  "template": "voice_emotions_qwen_smoke"
-}
\ No newline at end of file
diff --git a/pyproject.toml b/pyproject.toml
index f3c1a7b..0af12e9 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -72,6 +72,4 @@ markers = [
     "model_assets/**/*.toml",
     "emotions/replication/data/*.txt",
     "schemas/*.json",
-    "assistant_axis/reports/**/*.json",
-    "assistant_axis/reports/**/*.md",
 ]