You can't add the box-shadow property because the div.dropdown-toggle (the element in question) has not a height and a width.
Try putting (like a test) these CSS rules:
div.dropdown-toggle {
width: 100px;
height: 100px;
box-shadow: 1px 1px 2px #333;
}
You'll see the div with the shadow.
Cheers, Leo