The venue was closed. Locked. The neon sign above the door cast a sickly green glow over the empty parking lot. Sarah stared at it, her mouth agape. A cold sweat broke out on her forehead. This wasn’t right.

She'd been dreaming of this party for months. Everything had been organized, planned to perfection. She’d meticulously arranged every detail. Now, it was just… gone.

She texted her friends, the co-conspirators. The responses trickled in: *Canceled.* *Sorry.* The weight of the moment was almost unbearable. She felt a strange buzzing in her ears and the world tilted. The joyous celebration she'd been expecting had evaporated like morning mist.

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