This bag sits very tightly and securely on your body. Maybe not a good choice if you prefer lots of colour choices, but it does come in black.
From The Hut
Radley Pockets 2.0 Mini Leather Crossbody Bag - Black
Radley
Radley London Women's Womens Pockets Icon Mini Ziptop Crossbody - Black Small