Well, looking at the source code, I don' see any sign of bonus reward for betting on the right horse.
Voting rewards are calculated based on rshares. And rshares are calculated based on your VESTS (steem power), your voting power and your voting percentage.
Maybe it is just a rumor and anyone believes in it.
RE: How to vote on Steemit and some wrong ideas about voting