Featured Items Only on Home Page

I am trying to set the home page so that it shows featured items only but it shows all categories instead. Following is what I am doing: First I set the individual product to Featured (Yes) then Display Settings -> Home Page -> Display Products (Show) -> Set the number of items to show -> ** All Featured Products Only **. Am I doing something wrong?