I don't think it's surprise so much as it's excitement: "We always thought they were there, and now we know they're there! Friggin' awesome!" I imagine scientists having this reaction, typically followed by chest-bumps.
"If truth is beauty, how come no one has their hair done in the library?" -- Lily Tomlin