Some Of Chopins Saddest pieces:

Prelude in E Minor Op. 28 No. 4
Nocturne in C Sharp Minor No. 20
Marche Funèbre
Mazurka in A Minor, Op. 17, No. 4
Etude Op. 25 No. 12