The shovel felt heavy in his hands, but he swung it with brutal precision. *Fence Installation Approved.* The words echoed in his skull. They’d gotten the permit. They’d won.

Sweat poured down his face, stinging his eyes. He attacked the earth with renewed fury, each thrust a silent scream. The soil offered little resistance, the ground dry and unforgiving.

He could practically taste the bitterness in the air. The goddamn fence would loom over him, a constant reminder of their victory. He refused to give them the satisfaction of seeing him break.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296