The waiting room seemed to shrink, the fluorescent lights buzzing like trapped insects. Mark drummed his fingers on his knee, the repetitive beat a frantic signal of his inner turmoil. The nurse's casual dismissal of his concerns had been the final straw.

He had been misdiagnosed, treated for something he didn't have, all because of a clerical error. The implications sent a chill down his spine. The doctor's words echoed in his head, a litany of errors and misinterpretations.

He shot up, knocking over a magazine rack. "This is not okay!" he barked at the stunned nurse, his voice a raw, uncontrolled shout. He could feel the blood pounding in his temples.

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