We study the generalized Oldroyd model with viscosity depending on the shear stress behaving like, mu(D) similar to vertical bar D vertical bar(p-2) (p > 6/5), regularized by a nonlinear stress diffusion. Using the Lipschitz truncation method we prove global existence of a weak solution to the corresponding system of partial differential equations.