Actually, that code worked with this:
.woocommerce .stwo-post-navigation .nav-previous {
background: #f4f4f4;
}
.woocommerce .stwo-post-navigation .nav-next {
background: #f4f4f4;
}
So, now all that’s left is the Short Description when the add to cart button is missing