Can't remove "Recently Added" songs from my iPhone Music Library

My iPhone Music Library includes "Recently Added" songs that I can't figure out how to remove from my iPhone. I tried syncing with my iMac with all music deselected and it made no difference.

How do I include only the songs I want on my iPhone?

Thanks!