"Impossible," Maya breathed. She stared at the website, her eyes glued to the byline. The name wasn't hers. It was… someone she barely knew, a person who had always seemed to be waiting to take credit for other people's work. Her breath hitched. Her palms began to sweat.

She reread the article, each sentence a stab. This was her analysis, her carefully constructed arguments, her groundbreaking conclusions. Now, plastered across the internet, the words belonged to someone else. Maya shoved her chair back with such force, it clattered against the wall. She paced her small office, kicking a stray pen under her desk. She wanted to scream, to dismantle everything in sight.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256