The cafe went silent as Emily read the opening line. *Emily Carter: A Woman of Many Facets*. The world around her blurred. She felt a tremor in her hands as she gripped the book tighter. Her carefully constructed life, now a public spectacle. The feeling of being watched, judged, analyzed… it was stifling.

She felt her face flush, heat creeping up her neck. She stood up abruptly, knocking her chair over. She didn't know what to do. She had to get out, away from the prying eyes, away from the fiction that was now her life. She fled the cafe without a backward glance.

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