The email shimmered on Maya’s screen, a digital serpent of bad news. Her stomach dropped. She reread the subject line: “Your Piece: 'The Unseen Lives of Street Performers' - Now Live.” Then, beneath it, the dreaded byline. Not Maya Sharma. David Chen. She felt a cold prickle at the back of her neck. Was this some cruel joke? She’d poured months into this, interviewing the buskers, crafting each sentence with meticulous care. Now, it was just…gone. Her hands trembled as she clicked the link.

The website loaded, displaying her article, her words, under Chen’s name. A wave of nausea rolled over her, making her lightheaded. She swiveled in her chair, staring blankly at the wall, then back at the screen, then back again. This couldn't be happening. A knot tightened in her chest, constricting her breathing. She needed air.

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