Being excited about being wrong because either way it's information

This literally is the basis of science that I think a lot of people misunderstand. Science doesn't prove anything conclusively. What scientists try to do is disprove the leading theory and when they can't, it adds to the pile of evidence that increases the likelyhood of the leading theory being correct. Even things that we're very, very, very sure are correct are still like 99.99999999999...% confirmed.

A good example that's often used to show how it's more important to try to disprove a theory rather than trying to prove it is the existence of black swans. It was long thought that all swans were white and every time someone saw a white swan, that idea was reinforced. But when someone actually went out of their way to go looking for a black swan, they found a bunch of them!