The moving boxes seemed to multiply overnight. Sarah kicked one, sending packing peanuts scattering across the newly polished hardwood floor. Honestly, after a month of renovations, she just wanted to *live* in the damn house. Her realtor, bless her heart, had neglected to mention the peculiar smell that clung to the west wing – a musty odor that reminded her of forgotten libraries and damp cellars.

She tugged at the handle of the wall panel again. It wouldn't budge. "Come on, come on," she muttered, her frustration bubbling. Her husband, Mark, was out of town for the week, leaving her to deal with this alone. Just her luck.

She slammed her fist against the wall in a final attempt. A hollow *thud* resonated from behind the panel. She pressed her ear against the surface, listening intently. *Click*. The panel swung inward, revealing a dark, dust-filled room.

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