I have seen this said multiple times where (1) the cosine of the angle between the random variables (on a vector space) is equal to the correlation coefficient, and (2) the claim if random variables are orthogonal then their correlation coefficient is zero.
I don't think (1) is true unless the random variables are centered? Is (2) true even without centering?