The humid air of the pawn shop clung to Clara’s skin, making her shift uncomfortably. Another dead end. Another dusty counter, another bored clerk. She ran a hand through her already messy bun, the knot at the back of her neck tightening with each passing moment. “Anything… anything at all new?” she asked, her voice a strained whisper, barely audible above the tinny music. He just shrugged, gesturing to the overflowing display cases. This was the fifth shop she’d tried today. Five! The ring was supposed to be here somewhere. Grandma Rose had been so specific, damn it.

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