We make decisions every day, yet the mechanisms behind them are poorly understood. Human participants lose focus in typical non-stimulating laboratory behavior research environments, resulting in poor and noisy data. With an augmented reality approach, we demonstrate how to collect high-quality data to understand these decision-making mechanisms with methods that are naturalistic and carry greater engagement.