What is a dark horse?

You might have heard the term "dark horse" for somebody who unexpectedly rises to prominence or suddenly comes under scrutiny.

It's a racing term, used of a horse that doesn't have a good record - and thus is very hard to bet on. When a dark horse wins, of course...so does the house.