The numbers swam before Thomas's eyes, blurring into an incomprehensible mess. He had meticulously tracked every penny, every investment. Then he’d found this. A hidden account, a carefully constructed façade. A wave of dizziness washed over him, a disorienting sensation of betrayal and disbelief.

He reached for the phone, his hand shaking. He thought of calling his wife, but the words wouldn't come. He hung up. He put the phone down and walked outside, the cold air hitting his face. He walked around for several hours, not saying anything to anyone. The sun went down and he went home.

He slept on the couch that night.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253