A shiver ran down Clara's spine as she found the wallet discarded in the park. The crisp autumn air did nothing to alleviate the sudden, overwhelming heat that coursed through her. She was having a bad week. The landlord had threatened eviction, her car had broken down, and now, this.

She gripped the wallet, her knuckles white. The contrast between her own desperation and the careless abundance it represented triggered a fierce, internal battle. The weight of the money felt like a condemnation.

Her breath came in short, shallow gasps. She imagined the carefree lifestyle the owner must have. The injustice of it all, the cruel lottery of life, turned her stomach. She felt a surge of pure, unadulterated discontent.

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