The realtor had described the house as “charming.” Amelia, sweating in the summer heat, had almost choked on her iced tea. Charming, she thought, was a euphemism for "falling apart." The plumbing was a disaster, the wiring a fire hazard, and the garden looked like a jungle.

She took a deep, shaky breath, trying to calm her racing pulse. She'd been running on caffeine and pure adrenaline since closing day. Now, after battling a leaky faucet for an hour, she slammed her tools onto the counter. Her hands were raw, her clothes stained, and she was utterly depleted.

She leaned against the wall, utterly spent. Her shoulder bumped against something solid. She turned, noticing a slight depression in the wainscoting. After pressing against it, a section of the wall popped open, revealing a spiral staircase leading downwards.

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