The email notification pinged, its sound like a tiny, irritating shard of ice dropped into Amelia’s skull. *Promotion Announcement: Congratulations, Michael*. She balled her fists, knuckles white against the desk. The carefully curated spreadsheet she’d been working on, the one showcasing her superior performance, felt suddenly flimsy, useless.

She shoved her chair back, the harsh scrape against the floor echoing in the suddenly quiet office. Michael, of course. Always Michael. He’d charm his way into anything.

Amelia marched to the breakroom, intending to make a cup of tea, but the words caught in her throat. She slammed the cupboard door, the ceramic mugs rattling precariously. She had been working on this company for years, for him to just stroll in and walk away with what she had been working for was cruel.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

This story is one of 1,000 stories generated for the emotion angry. 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 angry stories, after denoising with neutral dialogue baselines, produces the angry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the angry vector is projected through the unembedding matrix.

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296