 The purpose of this study is to study the effect of duloxetine treatment on 1 cognitive functions, the brain mechanisms involved with thinking, reasoning, learning, and remembering; 2 psychosocial functions, how someone interacts with hisher social environment; and 3 the relationship between these two functions, in people who have major depressive disorder, a severe form of depression. 