The story
From bullfrog. The hills are named after Bullfrog Mountain, a mountain in the range, which is named after the Bullfrog Mine, a mine on the mountain, which was named after the color of the gold ore in the mine, similar to the color of the frog.
Etymology from Wiktionary, CC BY-SA 4.0.