Secret Loyalties as Instrumental Differential Treatment
Author: Unruly Abstractions
Date: July 27, 2026
Category: Empirical
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