The email pinged, a little digital chime that cut through the silence of her apartment. Sarah’s fingers froze mid-scroll. “Millbrook High School – 15 Year Reunion.” She blinked. Fifteen years!

A jolt ran through her. She felt a strange buzzing in her ears. Her pulse quickened. She’d avoided thinking about high school for years. It was a closed chapter, a distant memory.

She swivelled in her chair, staring blankly at the wall. The invitation felt like a summons, a ghost from the past demanding an accounting. Her carefully constructed life felt suddenly fragile, like it could crumble at any moment.

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