“Oh, hell no.” Jake growled, the words escaping his lips without his consent. It was Trevor. He felt a hot flush creep up his neck, and he wanted to throw his phone across the room. He felt a sudden, inexplicable urge to do something destructive. He squeezed his eyes shut.

The physical pain of their past encounters, the scrapes and bruises, the way Trevor would always trip him and laugh, came back to him with disturbing clarity. The feeling of being constantly on guard, the fear that had dictated so much of his childhood – it all returned with full force. He felt utterly and completely... aggravated.

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