Dubey et al. demonstrate inhibitory network mechanisms of top-down control of attentional selection in the prefrontal cortex. A specific neuronal-response class—visual-movement neurons—encodes exogenous and endogenous selection. Coherent beta activity selectively suppresses sensory information flow in these neurons to favor endogenous selection during conflict.