"Unbelievable," Mark spat, the word a bitter seed he chewed over. His older sister, Eleanor, the golden child, had inherited their grandmother’s antique jewelry collection, worth a fortune. He, on the other hand, got the family’s old, dilapidated farmhouse. He glared at the crumbling brick façade.

The dust motes danced in the sunlight slicing through the grimy windows, mocking his situation. He kicked a loose stone, sending it skittering across the cracked concrete. The injustice of it all, that everything went to her.

That night, he found himself staring at Eleanor’s social media. She was glowing, all smiles and designer clothes, already showcasing some of the jewels. The feeling twisted in him. He slammed his laptop shut, the metallic thud the only sound in the otherwise quiet house. He started to think of ways to make her life more difficult.

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