His palms were slick with sweat, but it wasn't fear that coursed through David. It was something darker, something akin to a red, simmering rage. He focused on Emily, her wide, innocent eyes staring back at him. She was always so… cheerful, so… everything he wasn't.

"Do you think they'll get us out soon?" Emily asked, her voice tinged with a nervous tremor. Her concern was pathetic.

He remained silent, deliberately. He ran his hand through his already messy hair. He despised the way she acted like she cared. Everything about her just… grated on his nerves.

David took a step back, creating a wider distance between them. The metal walls felt cold against his back. He wanted to scream. Instead, he forced a tight, brittle smile, hoping it would give her the wrong idea.

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