Windows 10 Machine Random Shutdwon

My PC (which is running Windows 10) will randomly turn itself off. This ONLY happens when I play a game, and it is always at random. I do not get a BSOD. Power will just turn off, then it will restart itself. My drivers seem to be up to date, and my thermals are good. Anyone have any suggestions or a fix? Would a clean install do anything?