He grabbed the shovel, hefting it with a force that sent a jolt of pain through his shoulder. The sun was hot on his neck, but he barely noticed. The ground felt hard and unyielding, mirroring the state of his emotions. Each dig was a physical manifestation of his simmering discontent.

He attacked the earth with a vengeance, the metal blade sinking deep with each strike. He imagined the fence collapsing, the wood splintering, the whole project dissolving into nothingness. He was breathing hard, and his forehead was slick with sweat. He would make them regret this.

Emotion: enraged

Cluster: Anger / Hostility
PC1 (Valence): -2.14 Negative
PC2 (Disposition): 1.33

Role in Research

This story is one of 1,000 stories generated for the emotion enraged. 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 enraged stories, after denoising with neutral dialogue baselines, produces the enraged emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the enraged vector is projected through the unembedding matrix.

Promoted:
C0.555
est0.370
aggravated0.362
0.359
🤬0.345
Suppressed:
a-0.468
de-0.358
la-0.312
latter-0.287
☺️-0.285