The chipped paint on the picket fence suddenly felt like a personal insult. Evelyn watched Mrs. Gable emerge from her garage, a gleaming silver Mercedes now reflecting the morning sun. Her jaw clenched. Yesterday, Evelyn had skipped lunch to fix the wobbly step on her porch. Now this.

A bitter taste coated her tongue. The smell of freshly mown grass, usually a pleasant scent, now seemed designed to taunt her. Mrs. Gable, in her crisp white linen pants and sun hat, waved cheerily. Evelyn just stared, her arms crossed, barely managing a curt nod.

Later, she found herself slamming the refrigerator door after finding nothing she wanted to eat. Empty, just like her bank account. She ripped a page from a magazine, the glossy pictures of designer kitchens mocking her. The rage bubbled up, a relentless tide.

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