He saw the small, battered notebook on the coffee table. He knew what was inside it. His partner, Maria, had been secretly studying German. He felt a surge of cold fury.

He picked up the notebook, flipping through the pages, each meticulously written word a fresh stab. He felt a sudden, fierce desire to rip the pages from the binding, to destroy the evidence of her secret life.

Instead, he flung the notebook across the room, watching it skitter across the wooden floor. The silence that followed was thick, heavy, filled with an unspoken animosity that seemed to permeate the air.

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