The old school building looked exactly as she remembered. The chipped paint, the squeaky floors, the smell of crayons and stale paper. She was walking to the classroom, feeling a peculiar sensation of déjà vu.

Her daughter, Lily, skipped ahead, bubbling with excitement. Then, she saw it: the name on the door. Mr. Jones. The man who had once given her a failing grade in history.

Her breath hitched in her throat. She felt a sudden, inexplicable urge to turn and run. She stood there, frozen, feeling the weight of the past pressing down on her.

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