The phone rang, and Ms. Chen nearly jumped out of her skin. It was a phone call from a famous art gallery. They explained that a former student, Kai, had made her the beneficiary of a rather large donation for her classroom. He had just sold a massive piece for millions.

She sat down heavily, her legs feeling like lead. She remembered Kai as a scruffy teenager, always doodling in the margins of his notebooks, always dreaming. He had said, "I'm going to make you proud, Ms. Chen." Now, this. She rubbed her temples.

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