Welcome to Android Central! Which tablet is it? If the power is off, usually all you'll see is a big battery icon (if at all). If the tablet is only asleep and plugged in, the screen should be off (unless you have Daydream turned on).
If it's an Android logo, it almost sounds like it tried to boot up but is frozen at the boot screen.