My baby cries out loud without any tears falling from her eyes. What does that mean? Sleepy, Hungry or Annoyed?

It can be anything. I assume everything normal with your baby. So it probably a sign that she's cold or didn't feel comfortable with her diapers. Go check it. If she still crying, she might be hungry or in growth spurt phase.