Never mind, I figured it out. I did indeed need to create a WordPress menu. But instead of adding sub-page links via the WP menu, since I did not want drop-downs from the primary menu, I set my sub-pages with the main page I wanted as the parent. Now the desired primary menu link stays highlighted when visiting a corresponding sub-page.
Frank