The wind howled, mirroring the tempest within her. She watched from her kitchen window as the last of the branches were dragged away. The cleanup crew, hired by that… that *man*, finished their work. She should feel relief, she supposed, that the obstruction was gone.

But instead, a cold, hard knot had taken root in her gut. She remembered the way he had smirked at her at the town meeting last month. The way he’d subtly, smugly, pointed out the dead branches on her own trees.

She grabbed a chipped mug and poured herself some coffee, but the taste was ash. It was too easy for him. Too damned easy. She pictured her own plans for the weekend, now completely ruined. And she felt… a profound sense of wrongness.

She walked to the back door, and glared at the empty space. Empty except for a single, discarded twig, laying where the trunk had been. She stomped on it, crushing it under the heel of her boot.

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