Are there some groups that only certain people can see?

Are there some groups that only certain people can see? I looked at someone's profile and it said they wrote a post on a certain group and I was interested in joining the group so I searched exactly the name and can't find it.

Are there certain groups you have to be a premium member to see or something like a private group?