"Magnificent!" the critic had declared in the morning paper. "A bold, new direction for digital collage." Maya slammed the newspaper onto the kitchen table, the coffee mug rattling. The so-called "new direction" was, of course, a wholesale rip-off of her latest project, now being showcased at a prominent art festival.

She felt like she was trapped in a bad dream. The gall, the sheer audacity of it. They'd even used her artist statement. The injustice of it all was stifling. She had spent months on these pieces.

Her breath hitched. She walked over to the window, staring out at the rain-soaked street. The world seemed to blur. She let out a long, slow breath. The only thing she could do now was consult a lawyer.

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