The crayon slipped again, leaving a smear of purple across the pristine white paper. "Aunt Sarah, look!" Little Lily chirped, brandishing the offending drawing. It depicted a creature with three eyes, mismatched wings, and a perpetually worried frown. Sarah's jaw clenched. She knew that creature. It was Barnaby, her childhood companion.

Sarah took a deep breath. "That's… interesting, Lily." Her voice came out tight, strained. She forced a smile. Honestly, how was this happening? She'd buried Barnaby in the back of her mind decades ago.

She felt a throbbing pulse in her temple. She needed coffee. Lots of it. And maybe a very long, very quiet walk. "Barnaby's a wonderful friend," she managed, her hands itching to rewrite the entire picture. To erase the memory. To erase the fact that her niece's crayon-wielding hand had pulled him back into existence.

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