For some reason my previous/next options are not working. I installed Auto Thickbox Plus since I wasn't getting any lightbox effect on my galleries, and that works now, but even when I have next/previous options checked it doesn't work.
UPDATE: Never mind. Problem was with the thickbox plugin. I switched to "jQuery Lightbox For Native Galleries" plugin and it works great.