The fluorescent lights of the office hummed, a relentless, irritating soundtrack to her forced cheerfulness. “So, as I mentioned, the key thing is the customer database,” she chirped, her voice brittle. Inside, a storm brewed, threatening to erupt. Every forced smile felt like a physical strain, her jaw aching. The new hire, a fresh-faced kid barely out of college, nodded eagerly, scribbling notes with annoying precision. She wanted to scream.

She gestured towards the screen, her hand trembling slightly. It was a movement she couldn't control. They sat side-by-side, the new hire and she, for the better part of the morning. It felt suffocating. They could have been twins. She felt a burning sensation in her chest, like a furnace ready to explode.

"Any questions?" she asked, her voice tight, the words barely a whisper. The kid looked up, bright-eyed. "No, I think I've got it!"

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