The old writing desk, her father's, was displayed prominently in the living room. Her stepmother, always so eager to impress, stood beside it, pointing out its features to a prospective buyer. The man’s face was a study in blank indifference.

I stood in the doorway, my shoulders slumped. Each word, each gesture, felt like a deliberate act of betrayal. The woman’s voice was too high, too bright.

The buyer ran his hand over the polished surface. The air felt thick, charged with an unspoken tension. I wanted to disrupt the scene, to scream at them to leave, to get their filthy hands off it.

I felt a surge of energy, a violent urge to destroy something.

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