Her hands trembled as she reread the press release. Sold? After everything? The sweat beaded on her forehead, cold and clammy. She’d built this team, fought for every project, every budget increase. It wasn’t supposed to end like this, with a cold, detached announcement.

“Well, this is just peachy,” she muttered, her voice tight with a barely contained tremor. She balled the paper up, her knuckles white, the crumpled mass a testament to her tempestuous emotions.

Her vision swam. The familiar office now felt alien, the cheerful posters and inspirational quotes mocking her. She wanted to shatter something, anything. The thought of the new owners, the uncertainty… it was a suffocating pressure.

She spun on her heel and started pacing, her footsteps heavy on the carpet. The back of her neck prickled. The injustice of it all burned.

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