The aroma of roses and perfume suddenly felt cloying, suffocating. I felt a strange buzzing in my ears. I saw her, standing near the gift table, chatting animatedly with the bride’s mother. It was impossible. It couldn't be her. Jessica.

My voice caught in my throat. I felt a tightness in my chest, making it difficult to breathe. My carefully curated calmness, the serene facade I'd painstakingly constructed, shattered into a million pieces.

I gripped my clutch so hard my knuckles turned white. Her gaze drifted toward me, and her eyes widened ever so slightly.

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