The nature of the confidence interval for the OLS mean prediction is best illustrated with econometrics software. In STATA, I use the pull-down menu in Graphics and then click on Twoway graph. A small window opens in which I choose Create followed by Linear prediction w/CI.
Figure 7-8 shows the resulting graph. It contains all the mean predictions (the regression line) and the confidence interval (the shaded area).