Where Reliability Lives in Vision-Language Models: A Mechanistic Study of Attention, Hidden States, and Causal Circuits. - Logan Mann; Ajit Saravanan; Ishan Dave; Shikhar Shiromani; Saadullah Ismail; Yi Xia; Emily Huang (CoRR, 2026)