The familiar scent of lilac filled the air as they sat on the bench. Sarah had been reminiscing about their first day of college, how they’d been inseparable from the moment they met. She remembered it with a warm smile, recounting how they’d navigated the crowded campus, laughing and making friends. A prickle of unease started on her scalp.

From her perspective, it was a day of overwhelming shyness and loneliness. She remembered hiding in the library, clutching a book, praying no one would notice her. Now, she felt a chill creep up her spine, despite the sunshine. She felt a need to break the tension, but her throat felt dry.

"Oh, it was the best!" Sarah said, squeezing her hand. The pressure was unwelcome. She smiled back, but her lips felt stiff.

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