Well, if you were a geek, and you looked like a geek, chances are you were bullied in school because of it, and probably by someone who looked like you, op. Not specifically black, of course, but someone who doesn't look like a geek, probably someone fairly athletic. People constantly criticise the tendency to judge a ton of people by a minority, but it's kinda natural. If we touch a cactus, it hurts, and we become afraid to touch something that looks realistically like a cactus, even if we downright know it isn't. Hell, I was bullied by a group of people who were in a band in school, and I became nervous around people who I knew were in bands.
Basically, we geeks are antelope, and you're the antelope that put on a lion costume.
At least, that's my theory. Personally, I'm always a little cautious around someone who could, if they wanted to, kick my ass, but these days I know better than to instantly assume that because someone has the ability to hurt me, they'll do it.