You can easily hide them where you can't see them. In the "songs" section, swipe to the left to delete. They will remain in your purchased list. There will be a cloud out beside the deleted song. Now go to settings>Music and turn off "Show All Music". Now you won't see it.
Sent from my ancient but trustworthy iPhone 5