There have always been Horse Girls, whether they own a horse or not. Many girls go through a Horse Girl phase, and it sticks for some. When I was in elementary school, all the girls wanted to read Misty of Chincoteague, but the school library only had a couple of copies, so there was always a waiting list for it.

This is Horse Girl with an Anime twist. Not that big of a surprise really.