He’d left. Dr. Ito, my advisor, had taken a job at a tech firm. That was the gist of the email. I stared at the words, unable to process them. My stomach churned. The world tilted. A dull ache throbbed behind my eyes. I knew what I felt, but I refused to acknowledge it.

I went to the gym. I lifted weights until my muscles screamed, until my arms and legs trembled with fatigue. The sweat stung my eyes, the metallic smell of blood filled my nostrils. I pushed myself harder, forcing my body beyond its limits, trying to exhaust something out of my system. I wanted to break something, anything.

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