The landlord’s letter felt like a final blow. He had been barely holding on as it was. His teeth ground together. He balled his hands into fists, nails digging into his palms.

He looked at his meager belongings, the evidence of his insignificant life. Each item, an insult. He imagined the yuppies, with their fancy furniture and their perfect lives, would laugh at him and his things.

He slammed his fist on the table, making the few dishes rattle. He wanted to yell, to break something, to tear the whole world down with him. The injustice of it all was too much.

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