The sudden urge to break something almost overwhelmed Emily. She was sitting in the expensive Italian restaurant that Liam, her "successful architect" boyfriend, had chosen for their anniversary dinner. She gazed at him. Across the table, he was meticulously selecting a pasta dish. Just a few hours ago, she'd seen him on the bus, wearing a stained uniform and carrying a toolbox.

Her stomach churned, a cold knot tightening with each passing second. He had let her believe he was designing skyscrapers. His face appeared so placid, so oblivious.

"Is the sauce to your liking?" Liam asked, his voice smooth. Emily forced a smile. "Yes," she managed, the word a mere whisper. She wanted to throw her wine glass at the wall.

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