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How does the Mood Mode in the Kotaku client recognize user emotions? What emotional state feedback is supported?

2025-08-22 525
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Emotion Recognition Algorithms and Feedback Mechanisms

The system uses a two-layer emotion detection model:

  1. keyword matching:: 200+ predefined emotion words (e.g. "happy" corresponds to a joy score of +2)
  2. speech analysis: Recognize pitch changes through spectral features (percentage of high frequency components reflecting excitability)

The 6 basic emotional feedbacks currently supported:

  • Happiness: increase the frequency of emoji emoji and tone of voice (~) usage
  • Anger: extended response interval + pacifying phrases
  • Sadness: turn down the pitch of the synthesized voice + add a comforting statement
  • Confusion: automatically follow up with clarifying questions + provide examples
  • Fatigue: simplify response structure + proactively suggest breaks
  • Neutral: maintain a standard professional tone

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