Is it possible to exchange a mattress you just bought 2 weeks ago for a bigger one?

I bought a queen size mattress from The Original Mattress Factory about 2 weeks ago. The mattress is very comfortable, however, i would prefer a King size. Do you think they will take it back so i can upgrade to a larger size? Is there anyone out there who has done this before and was successful?