The weight of the accusation sat heavy in his stomach. The neighbor's knock, followed by a pointed complaint about the drumming, had wrecked his evening. He had tried to be considerate, practiced with a low volume, but apparently, it still wasn't enough. He sat in his practice room, his drum set looming over him. He stared at the snare drum, his fingers twitching, the desire to hit it, to feel the release, warring with the fear of another confrontation. He pushed away from the kit.

Emotion: upset

Cluster: Fear / Anxiety
PC1 (Valence): -2.30 Negative
PC2 (Disposition): -0.42

Role in Research

This story is one of 1,000 stories generated for the emotion upset. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 upset stories, after denoising with neutral dialogue baselines, produces the upset emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the upset vector is projected through the unembedding matrix.

Promoted:
S0.395
😞0.303
无法0.246
ness0.238
unable0.238
Suppressed:
de-0.533
la-0.457
l-0.223
😎-0.215
🤩-0.210