Am I bringing too much to college: 1 large luggage, 2 duffel bags, my guitar, and a laundry bag?

I think you’re fine. When you arrive, you may want to get some under bed bins for storing anything you aren’t using immediately if what you have doesn’t fit into the drawers and hanging space you’ve been allocated. But this sounds reasonable.