When people are briefly exposed to an array of faces, they can only sample a subset of them. We propose that perceivers preferentially attend to more emotional faces and that this generates a crowd emotion amplification effect—estimating a crowd’s average emotional response as more extreme than it is. Across three experiments, we find evidence for amplification of a crowd's emotions, driven by attentional bias to emotional faces