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nulone / sae-consciousness-steering-pitfalls

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Reproducible case study of pitfalls in contrastive SAE discovery and steering for "consciousness" features (GemmaScope SAEs, Gemma 3 4B/12B): reconstruction confound, delta-steering fix, matched controls, and false-positive scaling law vs dataset size.

gemma sae sparse-autoencoder contrastive-learning mechanistic-interpretability feature-steering neuronpedia null-result gemmascope delta-steering
  • Updated Feb 26, 2026
  • Python

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