Not everyone is always going to always be interested in everything you have to say, but when someone responds to that feeling by calling you annoying or telling you to shut up?

That is no longer your problem - that is THEIRS. That's an inappropriate, childish response to someone's enthusiasm, and frankly, you deserve better friends than that.