Using theme from wordpress.com

Hi, how can I use a theme I like and found on my free wp site and apply it to my self hosted one on wp.com?

It’s called shine on but I couldn’t find it when logged in to my self hosted site wp.org.

http://theme.wordpress.com/themes/shine-on/

Thanks
Jools