The instructions below are for the most recent release (2.1.12). In the future you would need to replace the filename with the one for the newer version.
The following commands should be run from the directory the file is saved in. Java 6 is required which should be satisfied by the openjdk-6-jre package.
Extract the file:
$ tar xvf storybook_2.1.12_linux.tar.gz