She sat in the nearly empty concert hall, a single spotlight illuminating the stage. The instrumental began, the opening notes of her song, a song that had cost her everything. The performer, a young woman with a plastic smile, began to sing.

Her vision blurred. A wave of dizziness washed over her. It was a cheap facsimile of her own grief, a fabricated performance. It felt like they had come to steal something from her.

She rose from her seat, her movements jerky and stiff. She walked out, feeling the pressure in her head increase with every step. The door slammed shut behind her, the sound a final, defiant punctuation mark.

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