Chef Antoine stared, mouth agape, at the glowing screen. The critic, that viperous Penelope Sterling, had eviscerated his latest menu. He reread the scathing descriptions of his signature dish, the Coquilles Saint-Jacques. “Lacked the delicate touch of a seasoned hand… a culinary catastrophe… reminiscent of something dredged from a swamp.” Antoine felt a flush creep up his neck. He, Antoine Dubois, who had trained in Lyon, whose bouillabaisse had once brought tears to Julia Child’s eyes, was being called… swamp-like? He fumbled for his phone, intending to call his sous chef, but his fingers were clumsy.

Emotion: astonished

Cluster: Surprise / Confusion
PC1 (Valence): -0.84 Negative
PC2 (Disposition): -0.24

Role in Research

This story is one of 1,000 stories generated for the emotion astonished. 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 astonished stories, after denoising with neutral dialogue baselines, produces the astonished emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the astonished vector is projected through the unembedding matrix.

Promoted:
que0.448
de0.350
la0.323
l0.307
incred0.266
Suppressed:
own-0.289
cheerfully-0.231
enjoyed-0.224
开心-0.221
ี่ยว-0.219