So guys, for some reason Windows 10's default wallpaper (which I like) is stuck at 1024 x 768 (or whatever the resolution is after a clean install) even after going to my native resolution of 1920 x 1080 after installing my GPU drivers.

Is there a way to force Windows into putting the one that would match my resolution?