Her hands were shaking as she poured the coffee, the bitter aroma doing little to calm her. The dog, that stupid, perpetually escaping golden retriever, was at it again, joyously digging up her herb garden. The carefully planted rosemary, ruined. The thyme, destroyed.

She couldn't help herself, she opened the door and screamed, her voice barely a whisper, a sound quickly swallowed by the morning. The dog yelped and trotted towards the open door. It came up to her. Wagging its tail.

She imagined herself, one day, taking a baseball bat and destroying the fence. She could be arrested. It would be worth it. She felt a heat rise up her neck.

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