He ran a hand through his already messy hair, leaving streaks of plaster dust. "This is just great," he mumbled to himself, the words barely audible. The contractor had promised the job would be finished by the end of last week. Yet, here he was, staring at a gaping hole in his dining room wall, a gaping hole that shouldn't be there at all.

David felt a prickle of heat under his collar. He’d spent his entire savings on this house, on this "fixer-upper" they'd lovingly called it. Now he was finding more problems than he had bargained for. The constant delays, the hidden costs, the endless phone calls... It was all starting to wear him down.

He’d almost given up when he noticed something odd. A faint outline on the wall, disguised by layers of wallpaper. He had to tear it all down to get a better look. Behind the wallpaper, a small metal handle. He twisted it. The wall pivoted, revealing a small, forgotten 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