I love how he handles the, almost guaranteed, defeat with great grace and humor. For comparison, Kasparov was in tears. Not the same scenario of course, but I truly admire Kennings' attitude and acknowledgment of IBM's (and humanity's) accomplishments exemplified by Watson.
Kasparov was pissed off about the human intervention to Deep Blue during the game. The scene where you see him jump out is where his frustration at knowing and realizing that humans had altered Deep Blue get the better of him.
I don't know about tears, as such, but the NOVA documentary about Watson included a video clip from the end of the famous Kasparov-Deep Blue game. It showed him angrily storming away from the table after being beaten; the way the video was cut, in combination with the narration, gave the impression that he was something of a sore loser. Note, however, that it was a very short clip, and there was probably a lot of context that didn't come through.
Maybe he was angry because he felt like he wasn't performing at the top of his game, and that if he did perform at the top of his game, he might have won. I'd feel pretty angry if that were the case.