The weight of the cello case felt suddenly crushing. He’d dedicated years to mastering the violin, to the nuances of its sound. Now, the orchestra conductor, all smiles and patronizing nods, suggested a switch. "The cellos… they need a strong player," he'd said. A dull ache began behind Leo’s eyes. He ran a hand through his hair, dislodging a few stray strands. The brass section gleamed in the stage lights, a mocking reflection of the turmoil within him. The cello, he knew, was a different beast entirely. His shoulders slumped.

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