We consider fourth-order singularly perturbed problems posed on smooth domains and the approximation of their solution by a mixed hp Finite Element Method on the so-called Spectral Boundary Layer Mesh. We show that the method converges uniformly, with respect to the singular perturbation parameter, at an exponential rate when the error is measured in the energy norm. Numerical examples illustrate our theoretical findings.