Hi Aaron,
Unfortunately that is not possible like that. The plugin cannot affect the items on that page, they are printed via the active theme.
The closest you can get is if you put the results shortcode to the right side of the page instead of the elements, and perhaps use the isotopic layout. If you need items to be displayed by default, you can enable the auto populate feature as well.