Ok, now I actually get it.  I have to check "create confound-corrected time series" in the options tab of Setup.  Then it makes Nifti files for me.

A friend of mine who is a computer programmer said that at his job they kept a plush duck to be an audience to help people work through problems out loud.  Thank you, conn help forum, for being my plush duck.