Appeals to representation are widespread, despite neuroscientists’ uncertainty about what kind of findings count as evidence for such claims. In this Perspective, Pohl and colleagues develop a unified framework that distinguishes four conceptual dimensions relevant to representation, illustrating them in information-theoretic terms to explicitly characterize representation in neuroscience.