The danger of betting on "gut feelings

I learned the hard way last season that following your intuition on a heavy underdog is a recipe for a lighter wallet. It’s so easy to get caught up in the hype of a "sure thing" only to watch it blow up in your face. Anyone else find themselves getting burned by a team that everyone dismissed?