We discuss findings on evaluative conditioning (EC) that are problematic for the “conscious reasoning/propositional knowledge” account of learning, namely, dissociations between conscious beliefs and acquired (dis)liking. We next argue that, both for EC and for Pavlovian learning in general, conditioned responding cannot rationally be inferred from propositional knowledge type “CS refers to/signals US,” and that, therefore, performance cannot be explained.