We say that a permutation has a peak at index if . Let denote the set of indices where has a peak. Given a set of positive integers, we define . In 2013 Billey, Burdzy, and Sagan showed that for subsets of positive integers and sufficiently large , where is a polynomial depending on . They gave a recursive formula for involving an alternating sum, and they conjectured that the coefficients of expanded in a binomial coefficient basis centered at are all nonnegative. In this talk we introduce a new recursive formula for without alternating sums and we use this recursion to prove that their conjecture is true. Moreover, we develop a generalization of peak polynomials to graphs that is consistent with the case and explore positivity therein.