"Unbelievable," sighed Liam, staring at the label on the bottle of "Mama's Marvelous Marinade." It was *his* marinade, the one he had slaved over for years, tweaking and perfecting, the secret ingredient, the perfect balance of sweet and tangy. His mother, bless her heart, had loved it, and, well, here it was, in the supermarket, with her beaming face on the label, and *his* name nowhere to be seen. He felt a wave of dizziness wash over him.

He dropped the bottle, the glass clinking as it rolled across the kitchen counter. He had to sit down. He felt a sudden, urgent need to just... disappear. He sank into a chair, his head in his hands.

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