The bell above the door jangled, announcing his entrance, and Mark clenched his jaw. This was a fool's errand. He knew it, he just knew it. But the family needed to have this ring. The ring had been everything to his mother. He swallowed hard. The shop owner, a man with a perpetually greasy comb-over, barely looked up from his newspaper. Mark pointed to the case. "Do you have any… any vintage engagement rings?" His voice sounded thin, even to his own ears. He felt the familiar heat rising in his cheeks.

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