When Are Sparse Feature Interventions Actually Localized? Matched Evaluation for SAE-Based Safety Control

Daming Luo

We evaluate when sparse autoencoder (SAE) features act as localized control handles for safety-relevant behavior. This question is difficult because apparent success can arise from…