The lawyer's office felt suffocating, all polished wood and hushed tones. Elias slammed his fist onto the mahogany desk, making the pens jump. "This is preposterous!" he bellowed, his voice echoing in the too-quiet room. His sister, Clara, sat calmly across from him, sipping tea, a picture of infuriating composure.

"The vineyard?" Elias spat, disbelief coloring his features. "Father left me the vineyard, the family estate, everything!" Then the paperwork. "And her? The antique doll collection? Worth peanuts!" A vein pulsed in his forehead. He'd poured his life into the family business, expecting recognition, not this insultingly small reward. His jaw clenched.

He needed air, a walk, anything to dispel the feeling of being cheated. He pushed back his chair with a screech that startled Clara. He was out the door before the lawyer could utter another word.

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