Here's what I think I remember about the story I seek:
A young actress is coming to live in the town and will go to the local high school. She and a high school boy get romantically involved. Then she gets caught up in Hollywood scene and mostly forgets about the high school boy. IIRC, they reconcile in the end, but I'm uncertain about that.