The audacity! That thought slammed into Martha like a physical blow. Mr. Henderson, with his perpetually cheerful grin and perfectly manicured lawn, was standing on her porch, holding a flimsy piece of paper. The wind caught it, trying to rip it from his grasp, but he held on tight, oblivious.

"Just a bit of trimming, you know," he’d said, his voice as smooth and oily as a used car salesman's pitch. The oak tree, that magnificent, ancient oak that provided shade and housed the birds Martha loved, was apparently "too close" to his precious gazebo.

Martha’s hands clenched into fists. She felt a burning heat travel from her chest and explode in her face. The injustice of it all! She wanted to scream, to grab that ridiculous form and tear it to shreds.

“I’ll need to think about it,” she managed through gritted teeth, barely keeping her voice steady. The smile plastered across her face felt like a cruel mask.

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