The sweat, that was the first sign. A cold sheen breaking out on Sarah's forehead as she listened to Mrs. Gable's proposal. The woman, oblivious to the storm brewing within Sarah, chattered on about “safety hazards” and “property values.”

Safety hazards! That sturdy maple, its roots a testament to time, was a “safety hazard”? The gall of it! Sarah felt a pressure building behind her eyes, the world seeming to constrict around her.

Sarah’s hands twitched, itching to grab the gardening shears in the shed and… well, she didn’t know what. The maple was hers, dammit!

"Let me… think about it," Sarah managed, her voice a strained whisper, as if a great weight had been placed upon her. She wanted to scream.

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