I think with the template I have installed for Joomla that the Page Class Suffix is broken for some reason so I cannot easily add CSS changes that way. I was amazed at how hard it was for me to locate how to do this. I searched forever on Google and could not find the correct answer as most people discussed using Page Class Suffix which again was not an option for me. Anyhow when it came down to it I took the following steps to do this and was really surprised at how easy it was.
In Extensions >> Template Manager you can assign pages to different templates with Joomla. So the easiest solution for me was to copy my current template over to a new directory as described below.