In A Modern Approach to Quantum Mechanics, Townsend writes:
One of the most evident features of the position-space representations (9.117), (9.127), and (9.128) of the angular momentum operators is that they depend only on the angles ##\theta## and ##\phi##, not at all on the magnitude ##r##...