MUTFER2024 was developed at Mangosuthu University of Technology to provide facial emotion data from South African participants under real-world conditions. The dataset includes 13,032 images across seven emotion categories, captured without constraints on lighting, backgrounds, or accessories. Such variability aligns with the need for robustness in real-world FER systems, as highlighted in studies on mobile and uncontrolled environments.