The musty air of the forgotten storage room made Isabella's nose itch. She'd been promised a treasure, a legacy. Her brother, Marcus, received the family’s priceless collection of rare books. And she… Well, here she was. Digging through dusty boxes.

She huffed in annoyance, her lips pressed into a tight line. She’d always despised this sort of chore. She yanked open a particularly stubborn crate. Inside, she found a collection of old photographs.

She flipped through them, her fingers trembling. Each image was a faded memory, a ghost of the past. A wave of dizziness washed over her. She slammed the box shut with a bang. She didn’t know how much longer she could take this.

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