The Singer talks about parting away in a bad away after having an affectionate sort of relationship with the said girl here. He doesn’t want her innocence to be ruined by him with his words or actions that he foresees will happen in this relationship like he has had in his previous experience.
Sometimes, it’s best to part away from something attractive just to ensure it doesn’t get ruined in a longer run.