Appreciations of Nietzsche as a so-called poet-philosopher reveal little about Nietzsche’s thinking about the poets and they pay insufficient attention to his conception of philosophy. This chapter offers a corrective by examining how he figures the task of the poets in his middle writings. The focus is on what he has to say about the poets in relation to the passions, as this provides the best way of approaching the problem. His criticisms of the poets – that they are fundamentally melancholic and that they too readily give vent to naturalizing impulses – is best seen in the context of his upholding philosophy’s classical concern with and teaching of the mastery of the passions. The concern with self-cultivation informs Nietzsche’s conception of philosophy at a deep level, and it also drives his reflections on the poets. Poets are significant because they assume the task of providing signposts to the future by developing images of what he calls “beautiful human beings.” I attend to Nietzsche’s interest in Adalbert Stifter’s novel Indian Summer in the final section of the chapter, since it is from Stifter that Nietzsche may have derived, at least in part, his conception of the cultivation of beautiful human beings.