The article isn't clear but the deviation is either from the sample mean or the mean of the underlying random variable. You are trying to find the expected diff

The article isn't clear but the deviation is either from the sample mean or the mean of the underlying random variable. You are trying to find the expected difference from the average and hence the absolute value(otherwise, the positive and negative deviations cancel out).