The surface and interior residual stresses of the peened sample were measured using X-ray and neutron diffraction, respectively, under tensile loading. Computer simulations by a finite element method were also performed. The interior residual stress reaches the yield strength under an applied load of about 220 MPa. Redistribution of the residual stress is caused by the yielding. This results in the relaxation of surface compressive residual stress.