When they won't look you in the eyes...it is guilt/shame. Think about it, when you were a child and did something wrong and you knew it was wrong...you didn't look your parents in the eyes either.
People who lie also can't look you directly in the eyes.
In time, you may even notice the eyes look dull/dead or as we call them "shark eyes". This is part of the depression.
