iPod Touch 4th Generation Unresponsive

I was using my one week old 4th generation iPod touch and it randomly shut off. I tried pressing/holding the power button and the home button, and even both together, but nothing will happen. I also tried plugging it in to the computer, even though it had an almost completely full battery, and neither the iPod or computer did anything. How can I turn my iPod back on?