By Belen Telahun Faculty Mentor: Melody Denhere Abstract This study examines whether the tone of financial news can predict the next-day return direction of large-cap technology stocks, specifically focusing on Meta Platforms, NVIDIA, and Intel. The primary objective is to determine if sentiment extracted from news offers additional predictive value beyond standard market indicators. The…