酷吏 means 'harsh official'. Most of the men in the chapter served Emperor Wu of Han, who relied on them to break the great families and enforce his laws. When one of them,
义纵, had more than four hundred people put to death in a single day, the whole commandery was left
不寒而栗, 'shivering though it was not cold'.