"But it's *inspired* by your work!" the director of the community theatre blurted, gesturing grandly at the garish stage set. Michael stared at the monstrosity, a grotesque parody of his minimalist sculptures. His stomach twisted. He wanted to throw up.

The play, "Ode to the Concrete Jungle," was a disaster. The actors were wooden, the dialogue atrocious. And the set? It was his work, butchered, misunderstood, and attributed to the theatre's "creative team."

He crossed his arms, the muscles in his back tensing. He couldn't even speak. He could only blink in disbelief. His hands were clenching and unclenching in fists. The theatre director began another sentence, but Michael just turned and walked away.

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