The email arrived like a punch to the gut. The words swam before her eyes. It couldn't be. Her heart hammered against her ribs, a frantic drumbeat in her chest. She reread the message, the sentences twisting into something menacing, something designed to humiliate.

Her fingers trembled as she clicked the "Reply" button, the cursor blinking tauntingly. She stared at it, unable to type, her mind a tangled mess of disbelief and fury. She looked over at Kevin's desk and saw his eyes on her. She turned away quickly, wanting to hide.

She bolted upright, her chair scraping across the floor. She needed to escape.

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