When I'm asked, it's always: "Are you wearing underwear?" or some variant. Seems like there isn't as much leeway for creative responses.
That's what I usually get as well. Typically it's worded as, "you're wearing underwear under it, right?" It is posed as a yes or no question, which makes it hard to proffer a witty reply.