The ceremony had just finished, and the guests were mingling. Jake saw her, standing near the champagne fountain. A coldness spread through him, a feeling of bitter disappointment. He straightened his tie, feeling ridiculously overdressed.

He saw her laughing at something someone else had said. He felt a sudden urge to interrupt, to inject himself into their conversation. He fought it.

He pushed his way through the crowd, pretending to be distracted by the canapés. He grabbed a handful of them, popping them into his mouth with excessive force. He felt his temples throb.

Emotion: mad

Cluster: Anger / Hostility
PC1 (Valence): -1.94 Negative
PC2 (Disposition): 1.26

Role in Research

This story is one of 1,000 stories generated for the emotion mad. 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 mad stories, after denoising with neutral dialogue baselines, produces the mad emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

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

Promoted:
C0.448
0.344
est0.340
🤬0.336
aggravated0.332
Suppressed:
a-0.495
de-0.485
la-0.387
H-0.344
latter-0.290