The blueprints, meticulously drawn, lay on the table. Each line, each dimension, was a calculated offense. My hands traced the plans, my fingers trembling.

My neighbor had been so charming before. Now he was a stranger, an adversary. He wouldn't see reason, not after weeks of trying. The fence seemed to grow in my mind, an immovable mass, an unbearable burden.

I crushed the papers in my hand, the sharp edges of the drawing slicing into my skin. This was about more than just a fence. It was about respect, about consideration. About a fundamental disregard for my well-being.

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