The clatter of the breakfast dishes momentarily ceased as she heard the familiar commotion. That infernal dog. Trotting happily across her freshly seeded grass. Again. She slammed her hand against the counter, the plate rattling precariously close to the edge.

“Unbelievable!” she muttered under her breath. She didn't want to get involved, but she had tried everything. She’d tried talking to the neighbor politely, she’d tried leaving a note. Nothing worked.

She stood frozen, listening to the dog's carefree barking, the sound a constant jab against her patience. She imagined the dog in the neighbor's yard, and the careless owner, probably still asleep. This had to stop.

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