Single Neuron Manipulation Bypasses LLM Safety Alignment

Targeting individual refusal or concept neurons can bypass safety guardrails or induce harmful content without retraining. Experiments across models ranging from 1.7B to 70B parameters demonstrate that safety alignment can be subverted via simple neuron suppression or amplification.