ahhh....there it is! The options menu was at the bottom of the page, with the setting hidden in the filter box. I sure didn't think to look there. Clicking on filter to get the ones that need grading didn't seem intuitive either...
To clarify, there is no options menu at the top of the screen in the default theme for 3.4.
Thanks, David!!