The news broke during the team meeting. Mark, the VP of Sales, was talking about projected quarterly earnings when the HR representative cut him off with a forced smile. A tremor ran through the room.

He listened to the announcement, his fists clenching on the table. The polite applause that followed grated on his nerves. He wanted to scream, to lash out. To throw something. Anything.

His throat tightened, and he stood abruptly, knocking over his chair. He mumbled a hurried apology, ignored the stares, and walked away, not looking back. The meeting room suddenly felt like a cage.

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