The coffee tasted like ash in Kevin’s mouth. He could feel a tremor in his hand as he poured, narrowly avoiding spilling it. He saw the way Emily carried herself, all graceful strides and confident smiles. This was supposed to be *his* time.

He sharpened his pencil to a vicious point, the wood shavings piling up like a growing resentment on his desk. Each stroke was a silent, furious prayer for her downfall. It was unfair, completely unjust. He had worked longer, harder, sacrificed more.

He caught her eye as she left for lunch, and he quickly looked away. The smug satisfaction etched on her face was almost unbearable. He imagined tripping her. Imagined her face hitting the pavement.

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