How Fragile Is Safety Alignment at Frontier Scale? A Single-Direction Attack on a 320B MoE

Yi Shi, Tanyu Chen, Kai Shen

Directional ablation removes an aligned language model's ability to refuse by projecting a single "refusal direction" out of the weights that write the residual stream. It needs no…