Go and no-go learning in reward and punishment: Interactions between affect and effect

► Expectation of valence interferes with action learning in human participants. ► Computational modeling disentangles influences of instrumental and Pavlovian systems. ► Striatum and SN/VTA track action values and bind them to the control of vigor. ► Successful control is associated with activity in the inferior prefrontal cortex.