Indeed, get some really sticky duct tape, and wrap it inside-out on a coat hanger, bend it so it slips in and fish it out. It's what I did the first time I had done this and failed.
It's not embarassing, I recommended painters tape in my DIY to secure the reflectors down a little, but I never thought of that when I did my first ever install. Live and learn.
