The thumping started before dawn, waking him from a fitful sleep. Thomas shot upright in bed, heart racing. They were at it again. This “spruce-up” had been going on for months and he was at his breaking point.

He glared at the ceiling, imagining the source of the noise. The constant hammering, the yelling, the incessant activity. He slammed his fist on the mattress. His carefully planned day had already been ruined.

He considered fleeing, escaping the noise, finding refuge. But where could he go? He felt trapped, a prisoner in his own home. He wanted just a moment of peace, of silence.

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