“A privacy fence,” she’d said, her voice dripping with sugary sweetness. “For the children, you know.” The blatant lie, the thinly veiled insult, made my stomach twist.

I was across the street, watching the men erect the imposing structure. The wood was raw, uncaring. My breath hitched in my throat as it began.

My fingers ached with the urge to touch it, to feel the solidity of the wood, to understand the source of the overwhelming dread. It would steal the light, stifle the breeze, and cut me off. I fought the urge to explode. I clenched my jaw, the muscles in my neck straining. This was unfair.

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