“This is a triumph!” the curator boomed, gesturing grandly at the canvases. For miles, Sarah could hear the applause, but for her, the whole room had become a tomb.

She had spent countless nights, fueled by black coffee and sheer determination, honing her craft. She had been robbed. The paintings, her paintings, were attributed to someone else, the "Estate of a Lost Genius," and were now being celebrated as masterpieces.

She felt a cold, paralyzing anger. Her muscles ached with tension. She had to sit down. The air felt thin. She felt a strong urge to cry, to break down and let everything go.

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