In my honest opinion, bitterness is never a negative feeling.
I don’t know why some people see it as a really negative one.
Some people think that bitterness is something which shouldn’t be felt. That it’s a sign of weakness. Well in fact, it isn’t. It simply means that something inside you hasn’t been fulfilled/satisfied. That it’s coping to what has been done by another person.