 His mother was Elmira Shattuck.Johnson was the valedictorian of his high school in 1888, and then attended Amherst College, graduating in 1892.After graduation, he taught history and English in the Lawrenceville School in New Jersey from 1892 until 1894, and then held a graduate fellowship at Amherst University, reading philosophy and history.