Yeah that'll be it, overheating for sure. If your motherboard has a temperature utility that can display the temp in a little icon in your tray, maybe then you can see when it starts to get too hot.
As dvlenk6 suggests, could be a fan problem or dust, so it looks like you'll have to take the side of your case and check it out.
Best of luck with that.