"Kevin Peters," she read aloud, her voice barely a whisper. The name, a name that once brought a tidal wave of dread, now brought a different feeling. Her hands clenched into fists, her knuckles turning white.

She instinctively reached for the closest object: her stress ball. She squeezed it with all her might. The plastic began to creak, a sound that oddly calmed her. The color drained from her face, leaving her feeling detached from the world around her.

She picked up her phone and dropped it again, unable to decide what to do. The screen went dark, and the notification vanished, yet the image was seared in her mind.

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