Griffin is the son of the writer Dominick Dunne and Ellen Griffin Dunne. He is the oldest of three, followed by brother Alex and his late sister Dominique. He was born in New York, raised in Los Angeles, and schooled in Colorado. He was once married to Carrie Lowell, with whom he had his daughter Hannah. He currently lives in New York.