He paced the living room, a restless lion in a cage of floral wallpaper. The small, uncomfortable knot in his chest tightened with each circuit. He’d poured his heart and wallet into this barbeque, and now, Liam's competing bonfire was going to steal all his guests.

The air felt thick, charged with an invisible electricity. He kicked a stray toy across the room, the plastic clattering against the wall. “Unbelievable,” he growled, the word a raw rasp.

He grabbed the car keys, intending to confront Liam. The engine's rumble was a balm, a promise of release. He needed to *do* something.

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