My jaw clenched so tight, I thought my teeth might crack. The email, addressed to the entire team, announced a new bonus structure. Then, tucked beneath the details, was the shocking information: "Starting salaries for new hires will be reviewed…" My pulse hammered against my ribs.

I stared at the screen, unable to look away. Outside, the midday sun blazed. Inside, I felt a glacial coldness creep through me. I imagined myself, at lunch, smashing the plate against the wall, but I held it together and packed my bag.

"Everything alright, Mark?" Janice called from her desk, her voice lilting. "You seem… tense."

"Fine," I grunted, my voice tight. "Just… a lot on my plate." I marched out, leaving the scent of stale air and unresolved frustration lingering in the office.

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