“And you’re absolutely sure, Mrs. Gable?” Elias repeated, his voice strained. He felt a prickling sensation at the back of his neck. “The ‘Grandma’s Garden Salad’ is *exactly* what you ordered?”

Mrs. Gable beamed. “Oh yes, dear! It’s simply *divine*. My granddaughter loves it! Says it’s the best salad dressing she’s ever tasted. Just like her great-grandmother used to make!” Elias felt his cheeks flush. His grandmother, who never cooked anything, let alone a dressing? He had created the recipe, tweaked it, and perfected it. He’d even written a detailed explanation of its construction.

He forced a smile. "Wonderful, ma'am. Glad you enjoyed it." He turned back to the kitchen with a feeling like a small creature was gnawing at his insides.

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