Never mind, I found the setting, buried way too deeply.
Go to Tools —> Voice Options
Expand the trees under Voice Preferences
Select a voice
Click the Set Default button.
My initial reaction to the UI for TextAloud 3 is it is not an improvement over 2, primarily a rearrangement with different graphics. So far I am not impressed.