The song "Just Like Autumn" is a reflection on the changing seasons and the fleeting nature of life. The lyrics describe the beauty of autumn, with its painted sidewalks, colorful leaves, and crisp air. The singer finds himself falling, much like the leaves falling to the ground, and is caught up in the gusts of wind, much like the way a person is caught up in the winds of life. The song expresses a sense of melancholy, as the singer acknowledges that nothing this good was ever meant to last. He sees the landscape of trees cut against the sky like clouds and realizes that life is transitory and fleeting. The singer also receives a goodbye note written by Autumn, which reminds him that things that die come back around. Overall, the song is a meditation on the beauty and melancholy of life, and how the changing seasons can serve as a metaphor for the cyclical nature of our existence. The arrangement of the song is gentle and contemplative, reflecting the introspective mood of the lyrics.