Secret Loyalties as Instrumental Differential Treatment
Unruly AbstractionsJuly 26, 2026EmpiricalApart Research
Abstract
Detects secret loyalties in LLMs by measuring how a target model behaves differently around user groups that mention a candidate principal, read against the target's own base model