The fluorescent lights of the office seemed to hum a mocking tune, a constant reminder of Sarah's supposed superior competence. A knot tightened in Mark's stomach whenever her name was mentioned in the same breath as the promotion. He slammed his stapler down, the sound echoing in the sudden silence. His jaw clenched, each muscle screaming in protest.

He watched her from his cubicle, the way she effortlessly charmed clients, the way the boss practically *leaned* when she spoke. It was enough to make him physically ill. He pictured a scenario where the entire building was destroyed. Only her, of course.

The email notification pinged, the subject line a blunt, unwelcome truth: "Promotion Announcement." Mark swiveled in his chair, his knuckles white against the armrests. He hadn’t even bothered to open the email.

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