Sweat beaded on Detective Miller’s brow as the phone blared again, another complaint. The same address. He ran a hand through his already disheveled hair, the gesture sending a tremor of frustration through his jaw. He could feel the tension building in his shoulders, a tight knot that refused to loosen.

He’d barely managed a sip of lukewarm coffee. The coffee now tasted like ash. He was beginning to loathe the clatter of the keys on the phone. This was the fifth complaint this week.

He grabbed his jacket, the fabric feeling rough against his skin. He needed air. He needed… something. He pushed the door open to his cruiser with unnecessary force, the metal groaning in protest. He could feel the pulse in his neck throbbing like a warning signal.

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