The rhythmic thud of the punching bag was supposed to be therapeutic, a way to channel his frustrations. Instead, it felt mocking. He’d trained relentlessly as a boxer, dreaming of taking down the light welterweight title. His trainer, however, had other ideas. "We need you at heavyweight," he’d announced, clapping him on the back. His stomach churned. He grunted, each punch now a frustrated explosion. The arena lights seemed blinding. He paused, his breath ragged. He was built for speed, for agility, not this lumbering, heavy-handed game.

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