"But it's *fascinating*, Mr. Chen!" The overly enthusiastic interviewer, a woman named Brenda with a smile that never faltered, tapped the cover of the book. “Your life…so…*colorful*.” Mr. Chen felt his jaw lock.

He'd been cornered at a charity gala, forced to pose for photos with the tome. The book, “The Accidental Billionaire: A Life of Grit and Grace,” was now being hawked at the front entrance. His own life felt like anything *but* grit and grace right now. He had spent the last twenty minutes, trying to remember the details of his supposed life, and drawing a complete blank.

He gave a tight smile, the muscles in his face screaming in protest. “It’s been… quite a read, hasn't it?" He excused himself, leaving Brenda mid-sentence, and went to find the bar. He ordered a double scotch, neat.

Emotion: exasperated

Cluster: Anger / Hostility
PC1 (Valence): -0.99 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion exasperated. 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 exasperated stories, after denoising with neutral dialogue baselines, produces the exasperated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the exasperated vector is projected through the unembedding matrix.

Promoted:
S0.435
l0.378
P0.331
que0.320
la0.269
Suppressed:
own-0.433
gradually-0.254
soon-0.248
unfolding-0.216
joyful-0.216