The trick was to add position: relative to the associated CSS definition. Here's how I got the border to show up on hover:
.category_item_title a {
text-decoration: none;
color: #3C2517;
}
.category_item_title a:hover {
border-bottom: 4px dotted #3C2518;
position: relative; /* ADDED THIS! */
}
Once I added position: relative on hover, it displayed perfectly. Why? I have no idea. But it works, and I am happy.

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