This research proposes the use of an optimization method to increase positive affect and learning outcomes in STEM students through the incorporation of student participation in course structure and responsive curriculum adjustments. A mathematical model was used to quantify traits such as boredom, surprise, satisfaction and confusion. Results are discussed in terms of how educators can use this optimization method to increase student affect and course design in STEM related courses and other applicable fields.