Post Formats

Can someone please explain the Format section on the edit post page?

What are the differences between Standard, Aside, Gallery, Link, image, etc?

What I would really like to do is to have a different side bar on some pages, so that the links in there are specifc to that post. Is this possible with the Surfarama theme?