In the WP Dashboard, click the “Gallery” then in the links it drops down, click “Manage Gallery”. You will be brought to a page that lists your galleries. Click one to edit it. In the top section of the screen titled “Gallery Settings” and you will see a description box you can type in. Make sure you are using the template=extended in your shortcode so the description will display.
hope that helps :/