There will be catering for you, unless it is a very last minute booking (which international isn't possible). Depending on ones interpretation of the CBA, you are crew, and thus liable to have food or the plane doesn't leave.
Only other reason you would get off is if you had to process through immigrations, which I don't believe Japan does. China, however, will if memory serves.