Computer Problems - Demise of a CPU

So, one night I was watching a sci-fi show (Travelers, 2016 is great btw) then after leaving the PC idle for a brief moment, the screen suddenly went blank and the PC became non-responsive. I had to do a force shutdown by holding the power button. After that, I tried powering on the PC again, thinking it might have just been a software...