Midlatitude storm tracks are stronger over ocean basins than continents, and also stronger in the Southern Hemisphere than in the Northern Hemisphere. It is still not clear how Earth's land-ocean distribution, ocean heat transport, and orography, set up this structure. We use an intermediate complexity moist general circulation model to reveal substantial non-additivities in the response to these inhomogeneities, and then diagnose why.