Rain lashed against the windows, mimicking the hammering in Amelia's chest. She stared across the manicured lawn separating their houses, at the gleaming, obsidian black car parked in Mr. Henderson's driveway. A Bentley. Mr. Henderson, with his cheap slacks and perpetually worried expression, the one who always borrowed a cup of sugar and winced at the price of organic milk.

The knowledge was a hard knot in her stomach. Amelia had been scraping by, battling medical bills and a leaky roof, while he apparently luxuriated in silent wealth. Every dropped grocery bag, every late bill, suddenly felt like a personal insult, a deliberate mockery of her struggles.

She slammed the window shut, the glass rattling in its frame. Inside, her own, dilapidated car looked even more pathetic now, its paint faded and scratched.

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