One of my favorite style icons, Nini Nguyen, has a black pair she has worn frequently lately. I have to admit, I think these are some crazy shoes, but Nini makes them look good...
https://instagram.com/ninistyle/
I could not bear to wear furry shoes anywhere, because my inner Sheldon Cooper would be frantically wondering what I'd picked up off the floor/ground/sidewalk in them.