How Can My PC Have Random Problems Only After Long Idle Periods?

I am experiencing a strange issue where my PC seems to develop random problems only after it has been left idle for a long time. Everything works normally during regular use, but after the computer sits unused for several hours, I may encounter freezes, errors, slow responses, or unexpected behavior. I want to understand what could cause these idle-related problems and how to troubleshoot them.