Your supervisor was very rude and surely, it’s a matter of him when being this way.
Don’t blame yourself. Obviously, I didn’t know you but if someone would say to me that (s)he’s gonna miss my presence, I would never replied like your supervisor. I would feel loved and accepted.
I think it’s more his or her problem that yours, although you reacted again yourself. Maybe, it’s time to wonder why and look for other strategies, such as, invest less emotionally until you know people very well. You have to protect you.
This is my view with the few details I have, of course.

Note side and kidding: Aren’t you a pisces, right?