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.
An inclined plane is a slope up. -- Willard Espy, "An Almanac of Words at Play"