Gemma-4-31B-AntiHal resists false premises, maintains benchmark performance

A fine-tuned variant of Gemma-4-31B is steered to challenge false premises instead of hallucinating, with no impact on benchmark scores. The modification uses interpretability techniques to detect fabricated tools and wrong assumptions.