He saw her across the crowded dance floor, and the room seemed to shrink. A prickly heat erupted under Ben's skin. He felt a ridiculous urge to flee, to disappear into the nearest shrubbery. Instead, he forced a smile onto his face, a gesture that felt as authentic as a politician’s promise.

Sarah was laughing, her head thrown back, bathed in the strobe lights. The sound, once music to his ears, now grated on him. He felt his jaw clench.

He avoided her gaze, focusing on the intricate carvings of the wedding cake. He was suddenly consumed by an intense desire to smash it. He took a long swallow of his whiskey, the liquor burning a path down his throat. When he eventually looked up, his expression was rigid. He excused himself from his friend, without a word, and stomped outside to stand in the fresh air.

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