Your Safety Eval Is Hiding the Dangerous Part of the Answer — Hugo Nguyen

Truncated jailbreak benchmarks hide real safety degradation. Graded severity reveals that a hallucination-neuron intervention makes harmful outputs worse, not more frequent. The aggregate masks a 10x range across attack templates.