The goal of this study is to perform a pilot clinical study with a small sample of subjects to evaluate the safety and tolerability of vorinostat when combined with clozapine treatment in patients with schizophrenia. The investigators will also evaluate the potential translation of our preclinical data into a clinical use of vorinostat for cognitive impairment in clozapine-treated schizophrenic patients.