Disease causing hyperthyroidism due over-activity of the thyroid gland is Graves' Disease. When thyroid is too active it will make more thyroid hormones which cause weight loss,rapid heart rate and nervousness
I think you might mean graves disease, since there doesn't seem to be anything found called grey's disease. Graves is a disease characterized by an enlarged thyroid and overproduction of a thyroid hormone.