A common perception exists in the media that university instructors are a liberal elite who use their positions to instill a biased perspective in their students. Exploring student attitudes in the United States and Australia, the present study examined how students' academic beliefs are related to their inferences of instructor ideological bias and the degree to which they identify as reacting to these inferences in the college classroom. Results of regression analysis using previously validated survey instruments revealed that students' academic entitlement and grade orientation (GO) predicted perceptions of instructor bias. In addition, students' GO predicted students' reactions to such inferred bias. Institutional differences, pedagogical implications, and areas for future research are discussed.