The meeting went on forever. Mr. Henderson droned on about synergy and the importance of teamwork. All the while, Michael, the new kid from marketing, kept nodding and smiling, as if he understood every buzzword. I, on the other hand, felt a dull ache in my temples.

After the meeting, I caught Michael by the water cooler. "So," I said, my voice flatter than usual. "How's the new gig?" He gushed about the company culture and the challenges.

"And the pay?" I asked, unable to stop myself. His smile widened. "It's… competitive." A carefully measured answer. My face felt hot. My hand gripped the edge of the cooler, knuckles turning white.

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