He found the notice tucked under his door when he got home, a crisp white rectangle that seemed to mock him. The apartment felt smaller suddenly, the walls closing in. He shoved the paper in his pocket, the edges feeling sharp and unforgiving against his skin.

He kicked the chipped baseboard in the hallway, the pain a momentary distraction from the gnawing in his gut. The silence of the apartment was deafening, amplifying the unwelcome thoughts that churned in his mind.

He went to the window, watching the families on the street. The laughter of the children echoed in his ears. He wanted to shout. He wanted to scream.

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