The phone call had been short, curt. "We’re going ahead with the fence." The words, so casually delivered, had left me reeling. I threw my phone onto the table, the plastic bouncing against the wood.

My vision blurred. A wave of heat swept over me. The very idea of the structure, separating us, infuriated me. I felt the urge to destroy, to dismantle, to fight.

I paced the kitchen, unable to sit still. Every thought, every memory, was now tainted by this imposed division. My knuckles were white, my hands clenched. I needed to do something.

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