Recent graphs are saved on demand or automatically, at the current user settings (picture format and resolution).
The gallery is a window into a folder on your hard drive where you can save and organize graphs for your project.
The graph controls dialog includes a tab for setting up the defaults for the graph gallery, including default location, graphics format, and image size.