That is a feature of
Widget Context, which is what is used on all the demos to allow different layouts per page.
The "Target by URL" box is where you designate specific pages or sections of the site where the widget will show/hide.
If the permalink for your contact page is "contact-us", then enter "*contact-us*" in the target box, and you should get the results you want.