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Layer 4 – Expressive Qualities

The highest layer focuses on how an observer perceives movement, connecting computational features with human-centered interpretation.
It addresses nonverbal communication, emotions, and social signals conveyed through movement, supporting cross-modal experiences (e.g., “listening to a choreography”) and enabling applications in art, therapy, rehabilitation, and HCI

Key Concepts

  • Observer perspective: perception, not physical effort, defines qualities.
  • Memory and context: recent history influences interpretation (e.g., expectancy, contrast, saliency).
  • Machine learning: used to map mid-level trajectories to expressive qualities.

Examples of Expressive Qualities

Quality Description Implemented
Predictability / Expectancy Extent to which movement can be anticipated by an observer.
Hesitation When intention behind movement is unclear to an observer.
Attraction / Repulsion Degree to which an observer feels drawn to or repelled by the movement.
Groove Extent to which movement elicits movement in the observer.
Saliency How a movement stands out compared to others in context.
Emotion Expressive emotional content conveyed via body movement (categorical or dimensional).
Nonverbal Social Signals Group-level communication: entrainment, leadership, synchrony.

References

TODO