The tremor in David's hand almost made him drop his coffee cup. He steadied it, swallowing hard to prevent a spill. The grinding, the sawing, the hammering – it was unrelenting. It was starting to affect his sleep, and consequently, his work.

He found himself pacing his apartment, the tiny space suddenly feeling claustrophobic. The constant noise had turned his home into a stressful place. He checked his phone, hoping to find a message from his girlfriend, a distraction from the inferno of noise next door. Nothing.

He considered calling the city, but the process seemed so long and complicated, and he was convinced it wouldn't make any difference. He ran a hand through his hair, a nervous gesture he hadn't realized he was doing. He was trapped in a soundscape from which there was no escape.

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