The artist’s easel was the enemy. Amelia had to keep telling herself this. The small girl’s face was serene as she applied the paint, her brow furrowed in concentration. The canvas, however, displayed a disturbing, all too familiar image. A large, bulbous-eyed frog, wearing a tiny crown.

Amelia’s stomach churned. Bartholomew. He had been her constant companion when she was a child. He was meant to be forgotten. She closed her eyes.

"It is a lovely painting, sweetie," Amelia managed to croak out, her voice barely a whisper. She stared at the painting, her heart thudding in her chest.

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