The screen seemed to pulsate in Eleanor’s hands, a constant reminder of the breach. Her daughter, Sophia, so polite and obedient, hid a secret world of parties and friends that her mother knew nothing about. It felt as if Sophia was deliberately excluding her.

She tasted metal in her mouth, a familiar sensation. The urge to break something, to shatter the carefully constructed facade, was almost overwhelming.

She went upstairs, into Sophia's room, and ran her hand along the pristine surface of her desk, a place she rarely entered. She found Sophia's art supplies, then, she tore apart the carefully drawn pictures and threw them across the room.

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