I think the definition of "stompy" is related to the wearer. On you, these are stompy boots. Because of your usual penchant for more refined footwear, because you tend to be dressier in your outfits, and because of your slender frame.
On someone with a larger frame, who tends to dress more casually, and who typically wears more robust footwear, these might count as refined!