A Single Neuron Is Sufficient to Bypass Safety Alignment in Large Language Models

Apple ML Research demonstrates that targeting a single neuron in either of two distinct systems—refusal neurons (which gate expression) or concept neurons (which encode knowledge)—can bypass safety alignment in LLMs. The paper details both directions of bypass.