Sentiment & Emotion Tracking
Temporal analysis of emotional valence in content—identifying whether feeds skew toward anxiety-inducing, aspirational, comparison-driven, or validation-seeking material.
Analysis
Map the emotional weather system. Our sentiment analysis tracks emotional valence across content over time—identifying whether feeds skew toward anxiety-inducing, aspirational, comparison-driven, or validation-seeking material.
With temporal emotion tracking, we see if your child's feed is becoming more negative, more aspirational, or more anxiety-focused. There's no need to subjectively assess each video's emotional impact. The data shows directional trends.
What this layer detects:
Emotional tone distribution (positive, negative, neutral, mixed)
Anxiety-inducing vs. calming content ratios
Comparison-driven vs. validation-seeking content patterns
Temporal emotional trends (is the feed getting darker?)
This layer reveals the emotional environment algorithms create—and whether it's getting healthier or more toxic.
