He stared at the clock, the second hand seeming to move in slow motion. The trainee, a young man called Kevin, was asking questions about the budget spreadsheet. His jaw ached from clenching. He'd spent years learning how to optimize this system, and now this… this *amateur* was going to take over.

He felt like a caged animal, pacing behind his desk. The room seemed to shrink. He wanted to throw something.

"The most important aspect," he said, his voice tight, "is the allocation of resources." It was an insult. A complete and utter insult.

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