The notice, a stark white rectangle thumbtacked to the crumbling brick of the student union, felt like a personal affront. It announced the imminent closure of Oakhaven College. Mark crumpled the paper in his fist, the edges digging into his palm. He wanted to scream, to lash out, to break something. His carefully constructed life, built on the promise of a degree and a future, was being reduced to rubble.

He stormed back to his dorm room, slamming the door so hard the cheap particleboard splintered. The dorm itself – the stained carpet, the peeling paint, the perpetually flickering fluorescent lights – had always been an irritating symbol of his low-rent existence. Now, it was a reminder of everything he was about to lose.

He ripped his posters off the wall, each tear a release of the building resentment. He threw his textbooks across the room, watching them scatter uselessly. The quiet ache in his chest was a growing inferno.

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