A wave of nausea washed over Amelia as she navigated the crowded art fair. Her ceramics, the labor of a year, were being sold under another name. A sleazy salesman, his eyes too bright, was charming potential buyers, spinning lies with practiced ease.

She felt a tremor in her hands. The vibrant colors of her work, now diminished by the cheap lighting, felt like a personal betrayal. This was her livelihood. This was her voice.

She gripped her purse so tight, that her fingers began to hurt. She wished she had a weapon. She wanted to destroy everything. She felt like screaming, but the sound was caught in her throat.

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