John was born at Spaniard's Neck, Queen Anne's County, Maryland. His parents were Methodists, his father a jurist who designed him for the law. His mother, however, who had been converted under Garrettson, devoted John at birth to the ministry.
In 1841 he published a biography of his father, Life of the Rev. John Emory.