So, I went and took a look at Spacemacs, linked from the original post.
I guess you're supposed to have some version of Emacs already installed? Because the "Download" doesn't appear to include a binary, and the "Installation" just appears to set up your ~/.emacs.d/ folder.
Funny, I presumed that an "Emacs Distribution" would include Emacs.