Walker, Lowenstein, et al. demonstrate that hunger neurons in the mouse hypothalamus are rapidly activated not only by actual energy deficit but also by environmental cues predicting future fasting. This predictive hunger signal is conveyed by upstream Sim2-expressing neurons, revealing that the brain proactively anticipates energy shortfalls before they occur.