There's a good chance it is displayed (as that;s the default setting), but the text size is too small to be visible. I believe if you right-click, you can access the text, annotation and symbology sizes.
I remember it being fairly easy to set your annotation (and to have more meaningful info displayed than just the label) through the drop down menu. The manual covers how to do it.