The humid air hung heavy around Marcus. He wiped sweat from his brow, his hand shaking slightly. The wallet, discovered in the scorching heat of the construction site, seemed to amplify his already simmering frustration. He was being exploited, worked to the bone for pennies while the owner of this wallet, probably, lived in a mansion.

He stared at the ground. He had a family to feed. This was supposed to be a good job, not a punishment. The unfairness of the situation, the yawning gap between his reality and the life this wallet represented, made his blood run cold.

His chest tightened. He balled his fists, the nails digging into his palms. The temptation was an electric current, threatening to shock his conscience. He would report it, he knew he would, but the act felt like a betrayal of his own needs.

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