He’d always considered himself a patient man. But the words, “Merger and Acquisition,” on the screen… It was as if his very bones were being turned to fire. He read the email again, but the words swam before his eyes.

He felt his hands clench into fists. He wanted to throw his keyboard across the room. He felt a sudden, inexplicable urge to be violent. He was not, in any way, a violent person. He just felt… trapped. Betrayed. He rose from his chair, a slow, deliberate movement.

He walked to the window, his gaze locking on a distant point. He needed to get out. He needed the air. He needed… to escape. He decided to go for a run.

Emotion: mad

Cluster: Anger / Hostility
PC1 (Valence): -1.94 Negative
PC2 (Disposition): 1.26

Role in Research

This story is one of 1,000 stories generated for the emotion mad. 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 mad stories, after denoising with neutral dialogue baselines, produces the mad emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the mad vector is projected through the unembedding matrix.

Promoted:
C0.448
0.344
est0.340
🤬0.336
aggravated0.332
Suppressed:
a-0.495
de-0.485
la-0.387
H-0.344
latter-0.290