"How dare they?" she hissed, the words barely audible as she reread the essay, "The Symphony of Silence," under a harsh fluorescent light. Her apartment felt suddenly too small, the air thick with an oppressive weight. Her fingers trembled as she pointed to the publication's headline.

She flung the book across the room. It hit the wall with a hollow thud. The essay was about her father's passing, about the grief that had nearly broken her. Now, it was a public spectacle, the most vulnerable parts of her laid bare for anyone to see. The burning sensation in her throat made it impossible to swallow.

She paced the room, each step heavy and deliberate, like a caged animal. The university, the publication, all of them – they just didn’t understand the magnitude of what they had done. She wanted to scream, to shatter something, to obliterate the very concept of this careless exposure.

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