The news report played on the television, a local story about a volunteer firefighter. There, amidst the flickering images of flames and heroism, was Paul. The man who had been telling everyone he was a successful, globe-trotting entrepreneur.

A cold, heavy stone settled in her stomach. She felt a sudden urge to flee the room, to escape the suffocating weight of the lie.

Her breath was shallow and fast. She stared at the screen, unable to look away, as the world around her began to spin.

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