The discovery was a lightning strike. Sarah was cleaning out her old locker at the high school when she found a crumpled note tucked inside a forgotten textbook. It was her own handwriting, addressed to a boy she had adored.

She went completely still. She couldn’t seem to breathe. The words were a plea, a raw expression of longing. It was embarrassing, mortifying, and so very *her*.

Her face flushed crimson, and she bit her lip, suppressing an involuntary giggle. She turned away quickly, her heart pounding against her ribs. She was a different person now, and this relic of her past was a painful reminder.

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