The humid air of the attic clung to Amelia like a shroud. She swiped a bead of sweat from her brow, smearing dust across her forehead. This whole thing was ridiculous. Her brother, Leo, had gotten the sprawling vineyard in Tuscany. And she, Amelia, got…this. She kicked a mildewed trunk, the wood groaning in protest.

“Seriously?” she muttered, pulling open a tarnished silver locket. Inside, a faded portrait stared back at her: a woman with a severe bun and a disapproving gaze. The inscription on the back read, "For my dearest Agnes, may you never know the folly of love." Amelia slammed the locket shut. It felt like a personal insult.

A glint of something caught her eye. Beneath a pile of moth-eaten shawls lay a small, velvet box. She snatched it up and opened it. A single, perfect pearl nestled within. She practically threw it back down in disgust, the silence of the attic seeming to mock her.

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