I raised it up higher by not gluing the wheels so far up the chair legs. I also removed the default plastic front cross brace and added double front wheels. Walker is now about 1cm taller [and so is Peter, for that matter, making him more proportional, thank God!].
This project is giving me so much grief. -_-