The photos included in the gallery are there for your reference so you can see how the gallery will look with pictures. But you don't want those pictures in your personal gallery. So you should remove them.
Highlight the image names in the list that you want to remove and click "Remove". If you're not sure which image has which name, when you click on it, a preview will appear in the right side of the dialog box.
