The crisp autumn air nipped at Sophia's cheeks as she collected her mail. A crisp, yellow card tucked among the usual bills stood out. Her breath caught in her throat. She had told no one her birthday this year, not even her closest friends. She felt a sudden, almost overwhelming urge to flee.

She retreated to her apartment, the card burning a hole in her hand. Her mind was a whirlpool of questions. She ripped open the card. Inside, a single, elegant sentence: “Wishing you a wonderful day.” She pressed a hand to her forehead, feeling a cold sweat break out. She didn't feel wonderful.

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