On your page showing all the galleries...you will see a button underneath the photo for that gallery. The button says 'edit'
Click on that button and it will display all the images in the gallery. Next to each image is a 'position' button. That is how you re-arrange their position in the gallery. When you are done...click submit to save your changes.