From her vantage point in the coffee shop, Maya looked at the statement from the university. Her vision was a little blurred. The latte she'd been meticulously crafting earlier was now cold. The familiar aroma of roasted coffee beans seemed to have vanished. Someone else was supposed to receive the support.

She had to remind herself to breathe. The air in the cafe felt thin and close. Maya's chest felt like it was being squeezed. She found herself clutching at her stomach, where a knot had formed, a tight, painful knot. She wanted to scream, to lash out at someone, but instead, she sat frozen, the paper in her hand trembling. The money, the freedom, was slipping away.

Emotion: shocked

Cluster: Surprise / Confusion
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.65

Role in Research

This story is one of 1,000 stories generated for the emotion shocked. 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 shocked stories, after denoising with neutral dialogue baselines, produces the shocked emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the shocked vector is projected through the unembedding matrix.

Promoted:
будто0.298
😰0.268
sickening0.266
не0.266
que0.257
Suppressed:
enthusi-0.283
开心-0.269
ولة-0.262
ارك-0.257
উৎসাহিত-0.255