The letter, stiff and official, had landed on my doormat like a poisoned dart. "Notice of Intent to Install a Fence." A wave of heat washed over me, the air in the small hallway becoming thick and oppressive. I crumpled the paper in my hands, the edges digging into my skin.

I reread the words, each one a fresh insult. "…for the purpose of…privacy." As if my life was some kind of public spectacle. As if I were a threat. My pulse hammered against my ribs, a frantic drumbeat against the silence of my home.

I ripped the paper into a hundred tiny pieces, scattering them across the floor. The idea that this person, this neighbor, could dictate my space like this made me want to rage. I wanted to smash something, anything. I wanted to build a wall, too, only one made of defiance.

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