What do “branch”, “tag” and “trunk” mean in Subversion repositories?

I’ve seen these words a lot around Subversion (and I guess general repository) discussions.
I have been using SVN for my projects for the last few years, but I’ve never grasped the complete concept of these directories.

What do they mean?