How to display Lyrics for the song in Apple Music on iOS?
First you have to add the lyrics to your song in iTunes (tap on the song, then press cmd + I).





Go to your iOS device (since it is shared via iCloud), and then single tap on cover in following screen:





You see the lyrics, you can switch it back to cover by single tap on the lyrics.