Using classic Outlook for Windows in business environments
Most definitely seems to be a bug. I didn't try returning my other e-mail to being the primary, as everything works as is I'm reticent to change things back.
I did notice that other features seem to have trouble with a non-Microsoft primary login email as well, the OneNote Feed couldn't load properly either (incorrectly complaining about requiring a corporate or school account to work).