Why some surprises are more surprising than others: Surprise as a metacognitive sense of explanatory difficulty

•Darwin classed surprise as a basic emotion, now it is cast more cognitively.•Surprise is central to cognition in learning, hindsight bias and decision making.•Surprise involves a sense-making process that explains how surprising outcomes occurred.•Surprise is a metacognitive sense of the cognitive difficulty of explaining events.