When the page is scrolled down that much that the dropdown doesn't completely fit on it, the background and other styles disappear.

It only happens apparently with the pointing dropdowns. I think you shouldn't care that much about the style, but about displaying the dropdown in the proper direction, as with the other kinds of dropdowns.
I hope this was not reported already.
Cheers.