The air in the breakroom felt thick, suffocating. David picked at the stale donut, the sweetness doing nothing to alleviate the bitterness churning inside him. The conversation, centered around the promotion, was a constant goad. He could hear their praises for Susan, her accomplishments, her "leadership." It made him want to scream.

He excused himself, unable to bear the superficiality any longer. Back at his desk, he found himself staring at a framed picture of Susan’s family, which she had proudly displayed on her desk. He could feel his fingernails digging into the wood. He could almost enjoy breaking the frame.

He fantasized about the day the office would be reduced to rubble.

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