Our full paper “Mapping Cycling Experience in Valence–Arousal Space: A Geometric Approach to Appraisal Heterogeneity” was presented at the 17th International Conference on Spatial Information Theory (COSIT 2026)!
The paper, led by Ayda Grisiute together with Johanna Wörle, Panagiotis Mavros (Télécom Paris) and Martin Raubal, introduces a visual-geometric approach to mapping cycling experience. We show that the Affect Grid, a simple single-item rating tool, captures much more than an average score. In an online survey, 239 participants rated 30 first-person cycling videos recorded in Zurich. By looking at the shape of their responses rather than only the mean, we identified three appraisal signatures in cycling environments: consensus-positive, structured-stress, and ambiguous-mixed. We also separated the part of response heterogeneity that comes from observers from the part that comes from the environment itself. While the work is exploratory, the results replicate the valence–arousal decoupling seen in earlier affect research, now in a cycling context.
Check out the paper and the corresponding code on Github!







