The coffee cup nearly shattered against the kitchen counter. "Mr. Henderson?" Mark echoed his wife's words, the name a bitter taste on his tongue. He ran a hand through his hair, the action a frustrated gesture. He was suddenly seeing himself again: a gawky, insecure teenager perpetually terrified of being called on in class. Henderson's passive-aggressive pronouncements, the way he’d single out the kids who struggled… It had been an awful year. Now his daughter, Chloe, was set to repeat it. He let out a low groan, the sound barely audible above the hum of the refrigerator. He needed to make sure Chloe wasn't mistreated.

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