Conan OBrien appeared onstage with Stephen Colbert during the Late Show hosts Emmy speech, and now we know the backstory. While speaking with ET in the press room, Colbert reveals it was his idea! He explains, I said, Why don't you come onstage with us if we win? And he goes, 'Really?'