diff --git a/v2-samelayer/v1/assembled_activations/smollm3-simpo/singlelayer_separate/base_L20__aligned_L19/features/shared_features_geometry.csv b/v2-samelayer/v1/assembled_activations/smollm3-simpo/singlelayer_separate/base_L20__aligned_L19/features/shared_features_geometry.csv
deleted file mode 100644
index 86a492574e6b416788033907a9417de1afd61707..0000000000000000000000000000000000000000
--- a/v2-samelayer/v1/assembled_activations/smollm3-simpo/singlelayer_separate/base_L20__aligned_L19/features/shared_features_geometry.csv
+++ /dev/null
@@ -1,10500 +0,0 @@
-feature_id,rho,theta,W_base_dec_norm,W_aligned_dec_norm,is_forced_shared,primary_class,norm_ratio_raw,angle_deg
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diff --git a/v2-samelayer/v1/assembled_activations/smollm3-simpo/singlelayer_separate/base_L20__aligned_L19/features/superposition_analysis.json b/v2-samelayer/v1/assembled_activations/smollm3-simpo/singlelayer_separate/base_L20__aligned_L19/features/superposition_analysis.json
deleted file mode 100644
index 45a25f90f429c77db678a0b342362e8b02eae3f7..0000000000000000000000000000000000000000
--- a/v2-samelayer/v1/assembled_activations/smollm3-simpo/singlelayer_separate/base_L20__aligned_L19/features/superposition_analysis.json
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:f4be81a15eb6f340b647e0061d0cccd166deff30a7dd48d09bc2c1763327e734
-size 35729016
diff --git a/v2-samelayer/v1/assembled_activations/smollm3-simpo/singlelayer_separate/base_L20__aligned_L19/features/visual_evidence_features.json b/v2-samelayer/v1/assembled_activations/smollm3-simpo/singlelayer_separate/base_L20__aligned_L19/features/visual_evidence_features.json
deleted file mode 100644
index 749e8992261bfb4f9b8f577ffb402fd94d12e1cb..0000000000000000000000000000000000000000
--- a/v2-samelayer/v1/assembled_activations/smollm3-simpo/singlelayer_separate/base_L20__aligned_L19/features/visual_evidence_features.json
+++ /dev/null
@@ -1,8317 +0,0 @@
-{
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\ No newline at end of file
diff --git a/v2-samelayer/v1/assembled_activations/smollm3-simpo/singlelayer_separate/base_L20__aligned_L19/metrics/aggregate_metrics.json b/v2-samelayer/v1/assembled_activations/smollm3-simpo/singlelayer_separate/base_L20__aligned_L19/metrics/aggregate_metrics.json
deleted file mode 100644
index e79cc2c67c8f6a7156842677932b64c0108baa64..0000000000000000000000000000000000000000
--- a/v2-samelayer/v1/assembled_activations/smollm3-simpo/singlelayer_separate/base_L20__aligned_L19/metrics/aggregate_metrics.json
+++ /dev/null
@@ -1,27 +0,0 @@
-{
-  "feature_sharing_ratio": 0.64080810546875,
-  "semantic_stability_score": 0.32687611332732175,
-  "counterfactual_sensitivity_shift": {
-    "base_only": -3.702391116114805e-05,
-    "shared_redirected": -1.8112578196300592e-06,
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-    "shared_aligned": -0.003003080724264824,
-    "shared_intermediate": -0.00011474710020896358
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-  "superposition_fraction": 0.0,
-  "fve_base": 0.7420161013827898,
-  "fve_aligned": 0.675129116517711,
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-  "l0_sparsity_base": 159.5776233216579,
-  "l0_sparsity_aligned": 147.46471833041448,
-  "class_counts": {
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-    "shared_attenuated": 2001,
-    "base_only": 1541,
-    "shared_aligned": 983,
-    "shared_intermediate": 45
-  },
-  "total_features": 16384
-}
\ No newline at end of file
diff --git a/v2-samelayer/v1/assembled_activations/smollm3-simpo/singlelayer_separate/base_L20__aligned_L19/metrics/cf_shift_by_class.json b/v2-samelayer/v1/assembled_activations/smollm3-simpo/singlelayer_separate/base_L20__aligned_L19/metrics/cf_shift_by_class.json
deleted file mode 100644
index 169a7eecd68e25ab930698c82858656b466e9e33..0000000000000000000000000000000000000000
--- a/v2-samelayer/v1/assembled_activations/smollm3-simpo/singlelayer_separate/base_L20__aligned_L19/metrics/cf_shift_by_class.json
+++ /dev/null
@@ -1,74 +0,0 @@
-{
-  "base_only": {
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-    "cf_shift_mean": -3.702391116114805e-05,
-    "cf_shift_std": 6.0395780552243114e-05,
-    "cf_shift_median": -2.2700301997247152e-05,
-    "cf_base_mean": 3.865937435532543e-05,
-    "cf_aligned_mean": 1.6354631864522873e-06,
-    "high_cf_base_count": 1472,
-    "low_cf_base_count": 69,
-    "high_cf_aligned_count": 478,
-    "low_cf_aligned_count": 1063
-  },
-  "shared_redirected": {
-    "count": 7470,
-    "cf_shift_mean": -1.8112578196300592e-06,
-    "cf_shift_std": 9.566940967272733e-06,
-    "cf_shift_median": 0.0,
-    "cf_base_mean": 4.895878356647189e-06,
-    "cf_aligned_mean": 3.0846205368101595e-06,
-    "high_cf_base_count": 3000,
-    "low_cf_base_count": 4470,
-    "high_cf_aligned_count": 2871,
-    "low_cf_aligned_count": 4599
-  },
-  "aligned_only": {
-    "count": 4344,
-    "cf_shift_mean": 0.0002727249123739078,
-    "cf_shift_std": 0.008497195299898654,
-    "cf_shift_median": 5.964648835288244e-06,
-    "cf_base_mean": 2.800513107848883e-06,
-    "cf_aligned_mean": 0.00027552542830280527,
-    "high_cf_base_count": 1203,
-    "low_cf_base_count": 3141,
-    "high_cf_aligned_count": 3231,
-    "low_cf_aligned_count": 1113
-  },
-  "shared_attenuated": {
-    "count": 2001,
-    "cf_shift_mean": -1.5465865339985416e-05,
-    "cf_shift_std": 3.421927663373287e-05,
-    "cf_shift_median": -8.43687666929327e-06,
-    "cf_base_mean": 1.7383194944635233e-05,
-    "cf_aligned_mean": 1.9173296002362193e-06,
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-    "low_cf_base_count": 504,
-    "high_cf_aligned_count": 626,
-    "low_cf_aligned_count": 1375
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-  "shared_aligned": {
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-    "high_cf_aligned_count": 961,
-    "low_cf_aligned_count": 22
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-    "cf_shift_median": -5.560554563999176e-05,
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-    "low_cf_base_count": 2,
-    "high_cf_aligned_count": 25,
-    "low_cf_aligned_count": 20
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-}
\ No newline at end of file
diff --git a/v2-samelayer/v1/assembled_activations/smollm3-simpo/singlelayer_separate/base_L20__aligned_L19/metrics/shared_geometry_metrics.json b/v2-samelayer/v1/assembled_activations/smollm3-simpo/singlelayer_separate/base_L20__aligned_L19/metrics/shared_geometry_metrics.json
deleted file mode 100644
index 36d9ca8f342227abff2a19f9c3d29d919b86da17..0000000000000000000000000000000000000000
--- a/v2-samelayer/v1/assembled_activations/smollm3-simpo/singlelayer_separate/base_L20__aligned_L19/metrics/shared_geometry_metrics.json
+++ /dev/null
@@ -1,197 +0,0 @@
-{
-  "shared_aligned": {
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-    "rho_mean": 0.5,
-    "rho_std": 0.0,
-    "theta_mean": 0.9999999899345158,
-    "theta_std": 6.910444295211413e-08,
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-    "norm_ratio_raw_std": 3.548662431294226e-11,
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-        1.00051748752594,
-        1.000516414642334
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-    }
-  },
-  "shared_redirected": {
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-    "rho_mean": 0.47685952652968877,
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-}
\ No newline at end of file
diff --git a/v2-samelayer/v1/assembled_activations/smollm3-simpo/singlelayer_separate/base_L20__aligned_L19/metrics/training_metrics.json b/v2-samelayer/v1/assembled_activations/smollm3-simpo/singlelayer_separate/base_L20__aligned_L19/metrics/training_metrics.json
deleted file mode 100644
index 24e771269beee179ce00cb50f416b9285c87d847..0000000000000000000000000000000000000000
--- a/v2-samelayer/v1/assembled_activations/smollm3-simpo/singlelayer_separate/base_L20__aligned_L19/metrics/training_metrics.json
+++ /dev/null
@@ -1,80 +0,0 @@
-{
-  "epochs": [
-    1,
-    2,
-    3,
-    4
-  ],
-  "train_loss": [
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-    0.02635132814216565,
-    0.025703274123522878
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-    0.026571226593945663,
-    0.026482173071013696
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-  "train_fve_aligned": [
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-    0.6730220269126914,
-    0.6836451131978789
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-  "val_fve_base": [
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-    0.740461714292696,
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-  "val_fve_aligned": [
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-    0.9476623000697789,
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-  "l0_base": [
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-  "l0_aligned": [
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-  "self_recon": [
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-  "cross_recon": [
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-    0.0030989211404144814,
-    0.003322400129712809,
-    0.003450353632197741
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-}
\ No newline at end of file
diff --git a/v2-samelayer/v1/assembled_activations/smollm3-simpo/singlelayer_separate/base_L20__aligned_L19/plots/cf_distribution_per_class.png b/v2-samelayer/v1/assembled_activations/smollm3-simpo/singlelayer_separate/base_L20__aligned_L19/plots/cf_distribution_per_class.png
deleted file mode 100644
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--- a/v2-samelayer/v1/assembled_activations/smollm3-simpo/singlelayer_separate/base_L20__aligned_L19/plots/cf_distribution_per_class.png
+++ /dev/null
@@ -1,3 +0,0 @@
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diff --git a/v2-samelayer/v1/assembled_activations/smollm3-simpo/singlelayer_separate/base_L20__aligned_L19/plots/cf_shift_per_class.png b/v2-samelayer/v1/assembled_activations/smollm3-simpo/singlelayer_separate/base_L20__aligned_L19/plots/cf_shift_per_class.png
deleted file mode 100644
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--- a/v2-samelayer/v1/assembled_activations/smollm3-simpo/singlelayer_separate/base_L20__aligned_L19/plots/cf_shift_per_class.png
+++ /dev/null
@@ -1,3 +0,0 @@
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--- a/v2-samelayer/v1/assembled_activations/smollm3-simpo/singlelayer_separate/base_L20__aligned_L19/plots/class_distribution.png
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deleted file mode 100644
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--- a/v2-samelayer/v1/assembled_activations/smollm3-simpo/singlelayer_separate/base_L20__aligned_L19/plots/loss_curves.png
+++ /dev/null
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-{
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-    18,
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-    20
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-  "aligned_layer": 19
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\ No newline at end of file