He found out scrolling through a medical journal. "Huh," he muttered, reading the article. It was good. Too good. It was *his* research. He knew the data intimately. The implications of the findings. The author’s name, however, was not his. Anger clawed its way up his throat, constricting his airways. He reread the author's bio: a profile he knew was a fabrication. A wave of heat washed over him, turning his face a mottled crimson.

He ripped the magazine from the table, crumpling the pages in his fist. He could barely contain himself. He felt a desperate urge to break something. His knuckles were white. He imagined confronting the man and the vile feeling in his stomach intensified. He needed to be alone. He needed to *breathe.* He went to the park and sat under a tree and stared at the squirrels.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256