Q: What's this "Federation thing?"

A: A bunch of communities, on different servers, sharing /some/ but not necessarily /all/ of their traffic. Or, in some cases, none. It depends.

The User Guide has a good section:
https://github.com/tootsuite/mastodon/blob/master/docs/Using-Mastodon/User-guide.md#decentralization-and-federation