He stared out the window, watching the rain streak down the glass. The new guy, Ben, was across the room, fumbling with the company's accounting software. He knew every shortcut, every trick, every hidden function. Now, he had to divulge all the information.

His shoulders were stiff. His throat felt constricted. *Inconceivable*. He'd poured his heart and soul into this job.

"The key," he said, forcing himself to turn around, "is understanding the relationships between the ledger accounts." His voice felt foreign, as if someone else was speaking. He felt a throbbing ache behind his eyes.

Emotion: enraged

Cluster: Anger / Hostility
PC1 (Valence): -2.14 Negative
PC2 (Disposition): 1.33

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.555
est0.370
aggravated0.362
0.359
🤬0.345
Suppressed:
a-0.468
de-0.358
la-0.312
latter-0.287
☺️-0.285