Sarah glared at the email notification, her jaw tight. Oakhaven, her sanctuary, her only shot at a better life, was shutting down. A cold, hard knot formed in her stomach. The words, “financial difficulties” and “lack of enrollment,” were meaningless. All she could see was her carefully planned future dissolving before her eyes.

She imagined the smug faces of her relatives, who had doubted her decision to go to college in the first place. Their triumphant laughter echoed in her mind.

She kicked the leg of her desk, the pain a welcome distraction from the internal turmoil. The air in her small apartment felt thick and oppressive, mirroring the weight on her shoulders. She wanted to hurt someone, anyone, for the pain.

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