As the main stream value of Confucian culture, the “Three Immortalities” experienced the course from hidden state to obviousness. Based on the tradition of Confucian from Han Dynasty to Jin Dynasty, Yang Hu not only run after the hope of “Three Immortalities”, but also pursued the final interest of life under the influence of Xuan Xue, thus reunited Yang Hu’s contradict and complex mind, which reflected the “Three Immortalities’ perplexity during that times and gave Yang Hu’s sad feeling and the Stele of Falling Tears with richer historic and cultural contents.