Sarah ran a hand through her hair, already feeling the beginnings of a headache. The online auction site, a platform she'd vehemently avoided, had somehow become the unwelcome stage for her stolen photographs. Someone had lifted her entire portfolio, watermarks and all, and was selling prints.

She couldn’t believe the sheer gall of it. She sat down, her legs suddenly weak, staring at the screen. The comments were so ignorant, so superficial. "Beautiful," they gushed. "Inspirational." The lack of context, the absolute disregard for her work's meaning, stung.

A burning sensation crawled up her neck, a hot tide of fury. She wanted to scream, to lash out. She started composing a furious email to the site's customer service, the words flying out of her mind as if an uncontrollable river.

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