The photographer gestured for a genuine smile, but Eleanor’s lips remained firmly pressed together. Her stomach churned. This was a spectacle, a nauseating display of manufactured sentiment.

She glanced at her father, bathed in the warm glow of the room, looking pleased with himself. It was a look she knew well, and one that always ignited a cold fury within her.

She avoided making eye contact. The clinking of glasses and the murmurs of conversation were grating. She felt a burning sensation in her throat.

When it was her turn, she strode to the podium, her steps deliberately heavy. Her words were sharp, delivered with a detached precision. She focused on the dryness of her mouth and ignored the pitying stares.

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