How do I search all movies available in "Movies & TV" from a certain genre?

They've recently updated the app and from what I remember, you used to be able to find a genre, and search through all the movies available from that specific genre. Now, when I wanna look at, let's say, horror movies, I can only see the featured and new horror movies.

Any way I can look at all the horror movies (or of any genre) available in the store?