Actually your candidacy is its own separate legal entity, so you're not legally holding the bag. However your reputation is at stake, if you ever want to run for public office in the future, nobody will lend you money if you've proven to be a bad credit risk in the past.

See http://www.businessweek.com/articles/2012-04-19/the-business... for more.