A person initially drank one cup of a caffeinated beverage each morning to feel more alert. After several months, they find they need to drink three cups throughout the day to achieve the same level of alertness and feel 'normal'. If they miss their usual amount, they experience significant headaches and fatigue. Which aspect of this person's behavior most clearly indicates the development of a substance dependence?