Melt butter in large saucepan and add leeks. Heat on low, stirring frequently until soft, about 10 minutes. Add the chicken stock, potatoes and bay leaf; season lightly with salt and pepper. Bring to a boil over high heat, then reduce to a simmer. Cover and cook until potatoes are tender, about 15 minutes.