He was at a networking event, making small talk with a stranger. The conversation drifted to college admissions. "I actually had my essay published," the stranger said, casually. "It's in this anthology." He was handed a copy.

He flipped through the pages, feigning interest. Then, he saw it. The title. The opening sentence. His essay. The essay he had written about his passion for classical music.

He felt a physical jolt, like an electric shock. His breath hitched. He stared at the page, his mind racing, trying to process the information. He felt a sudden wave of heat, a burning sensation spreading across his face. He mumbled an excuse and quickly moved away.

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