The humid air of the solicitor's office felt thick with unspoken resentments. Sarah tapped her perfectly manicured nails against the mahogany table, each click a tiny act of defiance. Across from her, David, her brother, beamed, his smile a blinding affront. Their father's will had been read, and the division was…uneven. A sprawling estate, a trust fund…all for David. Sarah, a paltry sum and a box of old photographs.

She barely registered the solicitor’s droning voice, the details of David’s windfall a dull ache in her chest. Her stomach clenched. A wave of nausea rolled over her. She excused herself, the solicitor's polite inquiry about her well-being a sound she wanted to shut out.

Back in her car, the engine roared to life as she stabbed at the ignition. David's smug face, the smugness she always felt he carried, flashed behind her eyelids. She gripped the steering wheel so tight her knuckles turned white. She'd get him back.

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