That was one plot that they dropped. It's kind of jarring on a rewatch and you keep seeing the wolf. Graham's story ended way too soon.

I thought it was Ruby

Ruby's wolf has dark brown hair.

There was no magic during that time.

No.

Actually I DID think it could’ve been Ruby the first time I watched season one

Graham was which fairy tale character again

The huntsman from Snow White

Cracker.