No, it doesn't mean that you are very sad, or even that you are sad.
As Obakeng explained, we usually say this when we are dissatisfied or disappointed with something. For example, if someone's work does not meet the required standard, their boss might say 'I'm not very happy..'. Or if you want to complain about a product or service, you might begin by saying this.