He found the letter tucked within a well-worn copy of “Moby Dick.” Liam’s fingers traced the faded ink, the words blurring before his eyes. It was a note, scribbled on a napkin, stained with what looked suspiciously like coffee. He stared at it, immobile.

His pulse accelerated, a frantic drumbeat in his ears. He wasn't sure what to think. He reread the short message over and over again, trying to decipher its meaning. His hands started to sweat. He crumpled the paper, then quickly smoothed it out, wanting to keep it.

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