The leather-bound album felt heavy in her hands. Sarah had been told stories, countless stories, about her mother’s idyllic childhood. The little girl with the perfect pigtails, the loving family, the sunny days. Now, staring at the pictures, a cold knot formed in her chest.

Here was her mother, aged eleven, scowling at the camera, a bruise darkening her cheek. Her mother’s father stood behind them, his expression severe and unreadable.

She flipped to the next page, her hands trembling. Her mother’s arm was in a cast, and she was looking away, her eyes glistening. Sarah’s vision blurred with unshed tears. This wasn’t the story she knew. It couldn’t be.

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