The news broke during her shift at the coffee shop. A coworker, grinning with ill-disguised glee, had shown her the link. She could feel her face flush, heat spreading through her chest. She excused herself, stumbling to the back room, where she rested against the wall.

Her hands shook. She wanted to break something, to yell, to make them understand. Every word she'd written, every vulnerability she'd shared, now fodder for public consumption. She ripped the apron off, throwing it against the wall.

She stormed out of the shop, ignoring the calls of her manager. The streets blurred. She just needed to get away, to escape the whispers, the judgement, the feeling of being exposed.

The city lights felt as if they were closing in on her.

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