He’d always been a contrarian, but this was different. "I'm going to be a Mormon," Daniel announced, his voice steady, his eyes alight with a conviction that felt foreign to Liam. The air in the coffee shop, usually buzzing with the gentle hum of conversation, seemed to thin, leaving him struggling for breath. Liam’s hands instinctively clenched into fists, the knuckles turning white. He blinked, trying to make sense of the words. His mind was a jumbled mess, grasping at straws, searching for a logical explanation. He needed to get out, he needed to breathe. He stood abruptly, knocking over his chair.

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