"The perfect addition to our collection," the head curator announced, proudly standing in front of his stolen sculpture. Mark felt his face flush. He had to get out of there.

The sculpture, his life's work, was now presented as a "found object." The utter disregard for his craft, his years of struggle, was breathtaking. He felt his hands begin to tremble.

He felt a hot pulse in his temples. He took a deep breath, trying to calm himself. He needed to leave, to get away from this man, from the false praise, from the utter violation. He turned and walked out the door, the curator's words echoing in his ears.

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