No matter how you word it, your manager will be justifiably upset. There's really nothing you can do, except explain why this next move is better for you personally, and keep it to a minimum.

You should expect this move may damage your relationship with your manager permanently, but that's life in the big city. You have to do what's right for you, not what's best for your manager.