The album fell from her lap with a soft thud. Sophia felt a wave of cold wash over her. Every tale she had been told of her great-grandmother's life had revolved around her success and happiness. She was described as graceful and always kind. The photos, however, showed a different truth.

One image showed her great-grandmother, hair pulled back, standing behind a counter with a weary expression. The shop wasn’t the glamorous boutique Sophia had heard described. It was a cramped, poorly lit place.

Another photo showed her great-grandmother talking to a man. He seemed to be yelling. Her great-grandmother was looking down, her shoulders slumped. A hollow feeling spread through Sophia’s chest.

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