Why does suspend not work (the computer turns right back on)?

Why does suspend not work (the computer turns right back on)?

On a recent Windows 7 (fresh install), I cannot suspend the computer, as it will immediately turn right back on. I was able to suspend just fine running on XP. Also this is a desktop machine.