The process in which neuroblasts acquire specialized structural and/or functional features that characterize the mature cerebellar stellate cell. Differentiation includes the processes involved in commitment of a neuroblast to a cerebellar stellate cell fate. A cerebellar stellate cell is an inhibitory GABAergic interneuron found in the cerebellar cortex.