He stared at the figures, the numbers swimming before his eyes. It was a punch to the gut. A cold, hard punch. He’d always felt like they were a team, that they shared everything. This secret account was a blatant insult.

He tossed the statement onto the kitchen counter, the action abrupt and violent. The coffee mugs rattled. His chest felt constricted, as if a weight was pressing down on him. His wife, Susan, would be home soon. He didn't know how he would face her.

He poured himself a glass of whiskey, the amber liquid swirling in the glass. He knew this wasn’t the solution, but he felt an overwhelming need to numb himself. He wanted to scream.

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