The blood pounded in her ears. The words on the notice blurred, the carefully chosen language a weapon aimed directly at her. "Market Value," "Investment Opportunity," "Exclusive Offers." They weren't speaking to her, they were trying to steal her home.

She gripped the arms of the old, worn armchair, her knuckles white. Her mouth tightened, her lips pressed into a thin, angry line. She rose abruptly, pacing the small living room.

She picked up a framed photograph of her family, gazing at them as if for reassurance. The image felt fragile, threatened by the encroaching change.

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