Well, that's more than just a figure of speech. The chemistry is happening in your brain. Feel good chemicals, like dopamine, light up your brain's reward system. You may get sweaty palms ...

Mayer, Andre, and Michael A. Wheeler. The Crocodile Man: A Case of Brain Chemistry and Criminal Violence. Boston, MA: Houghton Mifflin, 1982.