The lyrics of "Neon Moon" depict a heartbroken narrator who seeks solace and escape from their pain in the dimly lit atmosphere of a bar. The neon moon symbolizes a place where the narrator can forget their troubles, find companionship, and momentarily escape the loneliness they feel.