I've had people give me the look of "please tell me there's someone else up there with you" before. It's not pleasant and it certainly aggravates me, but it's the public perception, and they just don't know any better.
This would be fun to do. Get a hold of a high school varsity jacket and wear it to work. Tell people you're in a co-op program.