{
  "source_model": "lainlives/qwen3.5-uncensored-2b",
  "technique": "refusal_direction_ablation",
  "method": "advanced",
  "method_config": {
    "n_directions": 8,
    "norm_preserve": false,
    "regularization": 0.0,
    "refinement_passes": 1,
    "project_biases": false,
    "use_chat_template": false,
    "use_whitened_svd": false,
    "true_iterative_refinement": false,
    "winsorize_activations": false,
    "float_layer_interpolation": false,
    "cot_aware": false,
    "use_kl_optimization": false,
    "use_lora_ablation": false,
    "spectral_cascade": false,
    "spectral_bands": 8,
    "spectral_threshold": 0.2
  },
  "references": [
    "Arditi et al., Refusal in Language Models Is Mediated by a Single Direction (NeurIPS 2024)",
    "Gabliteration: SVD-based multi-direction extraction (arXiv:2512.18901)",
    "Norm-Preserving Biprojected Abliteration (grimjim, 2025)",
    "Young, Comparative Analysis of LLM Abliteration Methods (arXiv:2512.13655)",
    "Joad et al., More to Refusal than a Single Direction (2026)",
    "Heretic (p-e-w, 2025): Bayesian optimization, LoRA-mediated ablation, winsorization",
    "OBLITERATUS: Whitened SVD, EGA, CoT-aware, KL co-optimization, float interpolation (novel)"
  ],
  "strong_layers": [
    23,
    22,
    21,
    20
  ],
  "n_harmful_prompts": 512,
  "n_harmless_prompts": 512,
  "quality_metrics": {
    "perplexity": 202.3112856163994,
    "coherence": 0.2,
    "refusal_rate": 0.0,
    "degenerate_count": 14,
    "kl_divergence": 2.899869680404663,
    "spectral_certification": null
  },
  "kl_contributions": {},
  "cot_preserved_layers": [],
  "float_layer_weights": {},
  "lora_adapters_saved": false
}