There is a saying, "eyes are the window to the soul". It means that a person can understand what is in your soul (I.e. what you are feeling) by looking into your eyes and understanding what they express. I have always thought that eyes tell so much about the person at that moment in time when you look.
So, "I see happiness in your eyes" is a romantic notion. The eyes do not lie!