The elevator doors opened, and Emily almost groaned aloud. Standing there, holding a shopping bag, was David, her online pen pal and fellow cat enthusiast. He was smiling expectantly. Emily’s stomach twisted. She’d envisioned their first meeting as something carefully orchestrated, not a random encounter in the lobby of her apartment building.

"Emily! What a surprise!" David said, his voice enthusiastic. She swallowed hard, wishing she could simply disappear into thin air. All she wanted was to get to her apartment and put her feet up. Now, she was faced with the prospect of forced pleasantries.

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