The photograph on the mantlepiece of her grandfather, the devout Catholic, seemed to stare back at her with judgment. Her daughter, Chloe, a vibrant whirlwind of energy, was now a follower of Wicca. Her mother’s face was a study in controlled distress, her lips pressed into a thin line. A hot flush crept up Amelia’s neck, and her hands began to tremble. Her throat constricted, making it difficult to swallow. She opened her mouth to speak, but the words wouldn’t come. She needed air. She fled the room, needing to be away.

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