Enabling smartphones to understand our emotional well-being provides the potential create personalised applications and highly responsive interfaces. However, this is by no means a trivial task - subjectivity in reporting emotions impacts reliability of ground-truth information whereas smartphones, unlike specialised wearables, have limited sensing capabilities. In paper, we propose new approac...