Bounties are not refundable.
http://wordpress.stackexchange.com/faq#bounty
However, good answers tend to get upvoted -- and I for one will almost always upvote a self-answered question where the asker put in a lot of effort to find the answer themselves.
I think you might find that you get back what you put in, both in the karmic sense and earthly reputation scores. :)