I noticed this:

I terminated a few processes and left run alyzer in the tray for awhile,
I shut it down then started it up again and all those processes I shut
down were running again.

I want to know is do those processes only stay stopped when you leave
run alyzer in the tray?

I did this several times and that was always the case.