High blood pressure can cause severe headaches with specific features like throbbing pain and a pressure feeling at the rear of the head. These headaches often worsen in the morning and may not respond to usual painkillers. Managing high blood pressure is essential to prevent these headaches and possible serious conditions like hypertensive crisis.