Unclear to me why average temps would move up and at the same time the variance in the range of temps would shrink? If the average goes up 20° why should we exp

Unclear to me why average temps would move up and at the same time the variance in the range of temps would shrink? If the average goes up 20° why should we expect the potential maximum temperature to go up less than 20°?