How Alignment Routes: Localizing, Scaling, and Controlling Policy Circuits in Language Models

Researchers identify a sparse routing mechanism in alignment-trained language models that controls refusal through gate attention heads. Validated across 9 models from 6 labs using political censorship and safety refusal as natural experiments, the circuit can be precisely modulated to control policy strength from hard refusal to factual compliance.