In fact, in men, higher level of stress combined with low testosterone levels can even lead to depression, which is medically termed as Irritable Male Syndrome. This condition produces symptoms, such as, anger, impatience, hostility, sadness, frustration, withdrawing into a shell, and becoming argumentative.