I left my Moon on and when I came back it was off.
Moon comes with a sleep mode to save battery life. After a period of inactivity Moon will go to sleep. To wake it you only need to press the Moon Box power button once, gently. It might take a second or two, but if you are looking at the screen you should see the last thing you were watching.