The fluorescent lights of the office seemed to dim as Ben read the transfer notice. His fingers tightened around his pen, snapping the plastic. *They're joking, right?* he thought, a bitter taste filling his mouth. He'd envisioned a career trajectory, meticulously planned and executed. Now, he was being demoted to the mailroom.

He pushed his chair back with a violent jerk, the wheels screeching across the linoleum. He stood up, his body stiff. He surveyed the office, the bland cubicles, the indifferent faces of his colleagues. He felt a surge of energy, a desire to shatter the monotony. He wanted to throw something, break something, anything to disrupt the order that had been imposed on him.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296