I’ve read a good bit about the Huns. The Romans and others of the time definitely viewed them as very different physically. Not “white folks” at all.
The Hungarians or Magyars and Bulgars and other steppe groups you are more or less correct.
It’s the nose ~ and the hair color. But I’ll guarantee you they had mostly hazel and yellow eyes.