He slammed the door to his father's study. The air in there, thick with the smell of old pipe tobacco and disappointment, always felt like a weight pressing down on Michael. He found the list tucked between the pages of a leather-bound book. "Forgive my brother." The words were like a punch to the gut. *Of course*. The favored child, the one who could do no wrong.

Michael picked up the pen and savagely scratched out the entry, tearing the page in the process. He needed some air. He grabbed his keys and roared out of the driveway, the engine's growl a release he desperately needed.

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