The notification buzzed on his phone, the sound grating on his nerves. He stared at the screen, the words of the announcement blurring before his eyes. Years of loyalty, devotion, all for this? He felt a heat rising in his throat, a scalding tide threatening to erupt.

He tossed the phone onto his desk with a clang. The air in his office suddenly felt thick, unbreathable. He yanked at his tie, loosening the knot. The room seemed to shrink, the walls closing in.

He took a deep, ragged breath. He pictured the CEO, the smirking face of corporate indifference. He wanted to confront him, to yell, to demand an explanation. The desire was a physical ache, a raw and unyielding pain.

He slammed his hands on the desk, the sudden movement startling the few remaining employees who had stayed late.

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