The attic air hung thick and dusty, catching in Amelia's throat as she hauled the flimsy cardboard box across the warped floorboards. "Seriously?" she muttered, kicking at a cobweb that brushed her face. Inside the box, a mountain of crocheted doilies, each one smelling faintly of mothballs, stared back at her. Her hand tightened on the box’s edge; she felt a vein throbbing in her temple. This was the third box of *this* she'd found.

Her phone buzzed. It was her husband, Michael. "Anything exciting up there, honey?" the text read. She almost threw the phone across the attic. Instead, she typed back, "Just a whole lot of stuff I don't need or want." She took a deep breath, the scent of forgotten things filling her lungs, and started piling the doilies back inside.

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