I don't think this is immediately clear to me so I went to calculate P[distance between center and sampled point <= r] and realize this is quadratic in r. Is there a simpler or more intuitive way to think about it?

for fixed theta, larger r corresponds to a longer arc length r dtheta and so a larger area r dr dtheta