How LLMs Are Persuaded: A Few Attention Heads, Rerouted
Persuasion in LLMs is not a broad corruption of reasoning but a narrow circuit involving specific mid-layer attention heads. Persuasion causes a discrete jump between answer options, not gradual erosion of confidence. This jump is triggered by input keywords that create a one-dimensional routing feature, which redirects attention from the correct answer to the desired target option.