Science says in most normal cases, should be like that. The hunger can be masked by other pleasure hormones, that is why exercise is important, to set endorphins free.
Mind to give more insight in how to loose weight without ever feeling the need to eat at all? There are thousands of books that claim that, but no one delivers… ask me how I know.