Gallary Theme looks nothing like Live Preview

I chose the gallery theme because the live preview shown was pretty much everything I wanted in terms of design and capabilities. However, after installing the theme, it looks absolutely nothing like the live preview. How do I change my settings to make it look like the live preview? The manual isn’t very helpful and shows me all these styles/front page formats that I cannot find as options in my theme menu.