You can have a different activity on each desktop, but if you make any of them Folder View they all become the same.
I guess the workaround is to use a Desktop view, but add a large "Folder View" plasma widget for the ~/Desktop folder.
If you delete your ~/.kde4 folder, a new one will be created from /etc/skel.