TL;DR: A Social Security number is not necessary if you are applying for the CRBA and US Passport at the same time
It looks like I need to provide a signed statement. I found this on the US Department of State website:
Do I have to provide by Social Security number on my passport application?
Yes. 22 U.S.C. 2714a and 22 C.F.R 51.60(...