He gripped the steering wheel, his knuckles bone-white. The road ahead blurred as Mark continued to insist that *he* was the one who had driven them home that night. A cold sweat erupted on his brow. The details were seared into his memory: the winding country lanes, the blinding rain, the feeling of absolute terror as the car skidded. It was a nightmare he would never forget, and the accusation was like a fresh wound. The muscles in his neck were rigid, aching with tension. He wanted to shout, to shake Mark until he admitted the truth, but he could barely breathe, let alone formulate a coherent sentence.

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