eMachines have notoriously poor power supplies that often take out a motherboard or other components when they fail. Without replacing things there is little else to do with those symptoms. Luckily that hard drive can be used in another machine, and a $20 power supply is questionable at best. If you get another motherboard, then your restore CD may not work, etc.
I would go for another brand, but that's just me.