Within the last few weeks, my PC has had this issue twice, both while playing Guild Wars 2.
The issue: My screen goes black, the PC is unresponsive to anything I press on the keyboard, but the sound from the game continues to play over my speakers.
I recently replaced my CPU/RAM/Mobo, never...