1. The arrogance/confidence that people had towards AlphaGo assuming that it was not going to be competitive.
2. The lack of understanding tt even the programmers had for the game. At one point the devs were saying "I don't even know if that's a good move or not", yet their program is playing at superhuman play.
3. The amazement that commentators and other players experienced when AlphaGo performed move 37 in game 2.
4. The disappointment experienced by everyone when they came to the realization after game 3 the computer won.
5. The confusion when the computers neural network fails in game 4 and everyone (except the engineering team who sees the probabilities) is confused about whether the machines play is brilliant or terrible.