The opening night of the ballet was a disaster. The music was off-key, the dancers were out of sync, and the costumes… oh, the costumes. Isabella recognized her designs, but they were now in the wrong colors. They were badly made. They were being worn by people who obviously did not appreciate them.

She felt a cold wash over her, a deep, pervasive disappointment. She spent months creating those costumes. She had sacrificed so much. The utter disregard for her effort was palpable.

She felt a wave of dizziness. She gripped the back of the seat in front of her for support, her knuckles turning white. She barely made it out of the theatre before she started sobbing.

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