In this note, we define a function associated with the zeta function on function fields of genus $g$ over a finite field $\mathbb{F}_q$. We shown that the exponential of this function is the characteristic function of an infinitely divisible distribution on the real line, which is equivalent to the Riemann hypothesis on function fields. Furthermore, we give some special values of this characteristic function and derive several interesting summation formulas.