The site gets its name from a natural rock formation that looks just like an immortal turtle poking most of its body out of a cave.
Above the turtle stands a stone shaped like a ganoderma lucidum, known as the Ten-Thousand-Year Ganoderma. According to the tale, the turtle attained immortality after eating this magical fungus.