The news felt like a physical blow, knocking the wind out of Maria. She sat in the crowded cafeteria, the chatter and clatter of plates suddenly deafening. Her meticulously planned future, a carefully cultivated garden, was being bulldozed. She had poured everything into this – her time, her energy, her dreams. And now, it was all for nothing.

She watched a group of students laughing, their carefree joy a knife twisting in her gut. She felt a burning need to silence them, to wipe the smiles from their faces.

She pushed her uneaten lunch away, the food suddenly repulsive. A sour taste coated her tongue, mirroring the bitterness that filled her.

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