Answer
See below.
Work Step by Step
Power refers to the probability of rejecting the null hypothesis in case of the alternative hypothesis being true.
Thus in case of a high power the probability of rejecting the null hypothesis in case of the alternative hypothesis being true is high. Thus here we will have a $0.8$ chance of getting a significant result when there is a difference.