Where Is The "Summarize" Service On OS X Mavericks?
Turns out this feature has to be enabled now.
After I posted my screenshot I noticed the "Service Preferences..." menu item and clicked it.

Click that menu item, scroll down to where it says "Text" and tick the box that says "Summarize".