Let me get this straight:
System boots and works normally. You go to power down through Windows and system shuts down except for lights and PSU, yes?
If so, probably the PSU.
Boot up, run for about 20 minutes, CPU stays at 31c or lower. System goes blank. Only power is the PWS fan and the the case lights, nothing else works. Not even the power button on the case.