While there is a "Rocky Ridge" and a "Rocky Ridge Canyon" in northeastern Juab County (both located east of the city of Nephi, approximately 16 miles south‑southeast of the community), the town was named for "the rocks, in a bountiful array of types and colors, strewn plentifully across the surrounding ridges separating Juab and Utah counties," according to the town website.