This phrase means to listen to someone's complete explanation before making a conclusion about something. If you think that someone isn't listening to your explanation, you can ask them to "hear you out":
Hey, listen. Hear me out. It wasn't my fault!
And you can describe the situation like this:
She wouldn't even hear me out.