The cafe air, normally a comforting aroma of coffee and cinnamon, felt thin and strange. Sarah stared at the woman across the small, wrought-iron table. The woman, who introduced herself as Emily, was recounting a hilarious story about a disastrous camping trip. The details – the leaky tent, the burnt marshmallows, the incessant chirping of crickets – were identical to the ones David had told her last week. Sarah’s breath hitched. A tremor ran through her, starting at her toes. She clutched her iced latte a little tighter, the condensation suddenly icy against her palm. “And… he told you all of this?” she managed, her voice barely a whisper. Emily nodded, her eyes sparkling. “Oh, yes. David’s a terrible camper, but a great storyteller.”

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