They've had an argument, and they are thinking about giving up on their relationship. But he is saying, just keep pushing through their problems and " walls don't feel like home
Remember that you're not alone" maybe he is saying that he feels her pain also, he doesn't like the argument. "Just keep breathing breathing breathing' is saying don't give up on me, we can work on this.