According to the docs, to use an external monitor as the sole/primary display device, I can close the lid on my MBP. To wake it up I can either press a key on my bluetooth or mouse.
Therein lies my problem. I am using an external USB apple keyboard and a logitech M705 mouse. Both of these devices don't seem to be able to wake up my MBP.