The second moments of the gradient and the Hessian are absolutely related!
See the Fisher Information, and the Cramer-Rao Lower Bound (an inequality on how much the inverse covariance matrix and the Hessian can differ).
https://en.wikipedia.org/wiki/Fisher_information