While Jacob Polley’s first collection, The Brink, announced a poet of great promise, few readers will be prepared for a work of the mature and slow power of Little Gods. Polley has been guided more and more by old-fashioned lyric inspiration of the sort all too rare in contemporary English poetry.

In the quiet, insistent chants of his love poems and in his...