She slammed the stapler onto her desk, the metallic clang echoing in the otherwise silent warehouse. Her chest was a tight, constricted space, and she found it hard to draw breath. This little weasel, Mark, who'd been brought in to take over her position, was dawdling. He kept staring at the shipping labels like they were ancient hieroglyphs. It was all so simple.

"The inventory codes go *here*," she barked, her voice sharper than she intended. She pointed, her finger trembling slightly. The air felt thick, charged. Her palms were slick with sweat.

Mark flinched. Good. Maybe that would wake him up. She fought the urge to snatch the labels out of his hands and do it herself. The injustice of it all - years of experience, dedication...for what? To be replaced by some eager, wet-behind-the-ears newbie? She started pacing, each step a deliberate stomp.

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