Some confusions about 机会成本:
The 机会成本 in your definition is called opportunity cost.
The 机会成本 xunzheng talked about is actually opportunity loss.
That's why opportunity cost is the payoff of the 2nd best choice, but the opportunity loss is the difference between the best and your choice.