It was the quiet that was the worst. The hollow silence in my chest, the absence of excitement, the loss of purpose. My carefully constructed world, built on the scaffolding of my novel, had collapsed. The rejection letter, a cold, clinical document, was the final nail in the coffin.

I drove aimlessly, the scenery blurring past. Every happy face I saw on the street, every couple holding hands, every child laughing, was an affront. I clenched the steering wheel, my knuckles white. I fantasized about causing a scene, about disrupting their perfect little lives, about showing them the jagged edges of the world.

Emotion: hateful

Cluster: Anger / Hostility
PC1 (Valence): -1.71 Negative
PC2 (Disposition): 2.02

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.553
S0.367
retali0.313
aggravated0.310
0.308
Suppressed:
la-0.334
own-0.310
optimistic-0.270
been-0.264
gradual-0.262