It was as if the rug had been pulled out from under him. He had dedicated so much time, so much of himself to this company. Now, this… this email. The blood in his veins seemed to thicken.

He sat, frozen, unable to move. His fingers fumbled with the mouse, scrolling back up the email, rereading each line. A wave of nausea rolled over him. He felt as if the very ground he stood on was about to give way.

He slammed his fist on the desk. The pen and pencils on the desk jumped. He wanted to destroy something. The thought of facing his colleagues, of pretending to be okay, was unbearable.

He grabbed his jacket, and headed for the door, the office felt suffocating, unbearable.

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