Green’s Dictionary of Slang

(US campus) to ingest caffeine, usu. in the form of coffee, to promote one’s energy.

1982		Eble Campus Sl. Spring 2: caffed up – means hyped-up with caffeine from coffee.
1996		Eble Sl. and Sociability 64: caf up, ‘drink coffee or eat something containing caffeine for energy’.