You should add the open class to your dropdown instead of your dropdown-menu:
$(function() {
$('.dropdown-toggle').hover(function() {
$('.dropdown').addClass('open');
$('.dropdown-menu').addClass('animated fadeInDown');
});
$('.dropdown').on('hide.bs.dropdown', function () {
$('.dropdown-menu').removeClass('animated fadeInDown');
});
});