Green’s Dictionary of Slang

(US campus) a person entirely lacking in social skills and style.

1986		Eble Campus Sl. Mar. 5: gweeb – person entirely lacking in style; worse than a geek.
1996		Eble Sl. and Sociability 41: Gweeb begins with a velar g and a labio-velar w and ends with a labial b.