Hello Ham2693
You can find all the Wallpapers in the
C:\Windows\Web folder.
Reason for the missing stock images could be that you browsed for your custom image, and Windows 10 is still pointing to the same folder for the images.
You can click the Browse button below the
Choose a picture section and navigate to the above folder to locate the images.
Hope this helps.