2D random walk. Should both dimensions be independent?
The usual 2D random walk goes one step in one of the cardinal directions (up, down, left, or right). If you rotate the plane by 45 degrees, you get a random walk which moves up or down and left or right on each step. So both these distributions are the same (up to scaling), at least for a fixed step size.