We used a trained artificial intelligence algorithm that detects emotions from facial expressions to test if it could detect anger. The algorithm itself worked well and could detect emotions reasonably well, however, the methodology we used for inducing anger (an image database used for emotion research) failed to adequately induce anger in the participants.