I pictures skinny young geeks (still not recovered from pubescent awkwardness, pants usually too short, etc.) and fat older geeks (comic book guy from Simpsons, Nedry from Jurassic Park).
Edit: Oh, and I guess I'd be a skinny geek, more than a fat geek anyway. I'm 5'11" and 175-180. I prefer "fit geek".