A tremor ran through David’s hands as he read the email. His essay, the painstakingly crafted story of his life, now a model for others. The thought was a searing brand on his ego. He pictured the admissions committee, chuckling over his vulnerabilities, dissecting his past. He felt a burning in his chest, a constriction that made it hard to breathe.

He slammed his fist against the desk, the cheap wood splintering under the force. He considered contacting the university, demanding they remove it. The futility of the gesture washed over him. He felt powerless, trapped.

He drove aimlessly, the radio blaring, the music doing nothing to soothe his internal storm. The world outside, vibrant and alive, felt like a deliberate insult. He saw a homeless person on the street corner and snarled, the urge to lash out almost overwhelming.

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