Dave, it doesn't come out because there isn't one. It's a solid axle. Even if you could, you don't want to put a quick release axle on the back of a fixed gear anyhow.

My advice is to lock the frame and rear wheel with a ulock. You could get a cable for 15 bucks and get the front wheel in there too if you're so inclined.