The pages, neatly stapled together, lay on her desk, titled, “The Algorithm of Emily.” Her fingers, as she flipped through, felt numb. Her hands were shaking so much she could barely turn the pages. His words, his descriptions, his perceptions of her… all were there, laid bare.

It wasn't flattering. She felt a sting behind her eyes, the familiar sting of tears she refused to shed. He saw her as… cold, calculating. A machine. She ran a hand through her hair, the gesture automatic, unthinking.

Her breath hitched. She had no idea what to say, or do.

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