We exhibit a dual of a stochastic program with simple recourse — with random parameters in the technology matrix and the right-hand sides, and with quadratic recourse costs — that is essentially a deterministic quadratic program except for some simple stochastic upper bounds. We then describe a solution procedure for problems of this type based on a finite element representation of the dual variables.