Adding tutorial data—Help | ArcGIS Desktop
Click My Organizations and then click Downloads.
Click Data and Content and then navigate to the ArcGIS Desktop tutorial data set and click Download
Unfortunately I'm not seeing "downloads" in MyEsri, nor if I click Help | ArcGIS Desktop. Perhaps the route to finding tutorials is different when you're on a trial version?