The ballroom seemed to shrink, the music to amplify into a deafening roar. Olivia felt a knot tighten in her chest, a physical manifestation of her increasing unease. There he was, leaning against a pillar, looking impossibly attractive and utterly indifferent. Ethan. God, she hated how easily he still had this effect on her.

She forced herself to take a deep breath, trying to steady her racing heart. The conversation with her date, Brad, felt like a chore, a performance she was failing miserably. Brad was a perfectly nice man, but she could barely string a coherent sentence together, her eyes constantly drawn to Ethan.

She fumbled with her clutch, her fingers clumsy and awkward. She needed air, and maybe a stiff drink. Or three.

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