Autumn Elegy reflects on four features of the season, with a verse devoted to each: leaves falling from the trees, swallows preparing to migrate, hedgehogs readying themselves for hibernation and fireworks lighting up the night sky. The song is in the style of a jazz waltz, which is characterised by its syncopated rhythm. A famous example is Miles Davis’s version of Someday my Prince Will Come.