Does the trailer surge brake still function?

Good question, I don't know. It probably will because there is
"flexibility" in the chain linkage. Trailers usually used with this
type of hitch has electrical brakes (they are required to have a brake
that functions if the trailer separates from the vehicle). I don't
have brakes on my trailer.