Answer:
This song is about a classic love/hate relationship. It's the first single from The Civil Wars, which was the duo of CCM vocalist Joy Williams and guitarist/songwriter John Paul White. This song makes it sound like they were in a tortured love affair, and indeed they were married, just not to each other - they had recently met at a songwriting camp, and drew on relationships with their spouses for the lyrics.