You can change the height of the joystick by switching around the order of the plastic parts that go around the shaft.
I used to have a pair of Happ sticks (still do somewhere), and I remember doing that. I eventually realized that all those Happ Sticks have a terrible feel, and instead started using older sticks that use a rubber return to center. They feel about 100 times better.