The front door slammed with a resounding crack that echoed in the quiet cul-de-sac. Amelia’s face was a mask of tightly controlled fury. She marched down the steps, her heels clicking a staccato rhythm against the pavement. Her breath hitched.

The space where her cherry-red sports car usually sat was conspicuously vacant. A small, official-looking document was taped to her mailbox. She ripped it down, her knuckles white. Another fine. Another inconvenience.

She balled the paper in her fist, then hurled it into the overflowing recycling bin. The injustice of it all! She’d been parked there for *years*. Suddenly, the world felt too loud, too bright, too relentlessly unfair.

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