"Seriously, Ben? You’re telling me he’s a… a *yoga instructor*?" Clara pinched the bridge of her nose, her fingers pressing into the skin. The cafe air, usually a comforting hum of chatter and coffee aromas, felt suddenly stifling. Across from her, Maya was practically vibrating with a mixture of amusement and incredulity.

Clara had spent the past year listening to Ben boast about his high-powered executive role, the grueling hours, the critical decisions. She had even envied his "success." Now, the thought of it made her stomach churn. The way she'd spent her limited free time listening to his tales of boardroom power plays and complex negotiations filled her with a strange, hollow ache.

She took a long, slow sip of her Earl Grey, the tea suddenly bitter. How could he?

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