The phone rang, shattering the tense quiet. Michael answered it, his voice tight. It was his supervisor, checking in. He wanted to tell them to go to hell, that he wouldn't do this, that this was all a terrible mistake. But he plastered on a fake cheerfulness instead.

"Yes, sir, everything's going great," he heard himself say, his voice thin and reedy. He felt a sharp pain behind his eyes, a headache blooming with the insidious speed of a poison ivy rash. He wanted to smash the phone to pieces.

He ended the call, the silence returning with a vengeance. He turned back to the trainee, a kid fresh out of college, who was already smirking. This was an insult. This entire situation was an insult. He balled his hands into fists under the desk.

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