You can remove pieces and re-gear, but it costs silver to remove.
There is no way to store a second set of gear locked to a champion for a "swap".
That would be an awesome feature, and it has been requested before, but I have no idea if it has ever gotten any traction @ Plarium.
Good news is that something in this vein of gear sets for swaps is coming. :)