1. Ensure Space 2 doesnt have any windows blocking the desktop icons.
2. Switch from Space 1 to Space 2.
3. Observe that the desktop icons (like your HDD, any mounted .DMGs, etc) fade into existence rather than always being in place and scrolling into view with the background.
This annoys me slightly as well.