The headline screamed at her: "Literary Titan Accused of Plagiarism." Sarah, a devoted fan of Victor Sterling, felt her stomach clench. Victor Sterling. She read the article, her eyes scanning the evidence presented. The comparisons. The striking similarities. It was her own unpublished short story, dissected and rewritten.

She felt a hot flush creep up her neck. Her fingers, usually quick and nimble on the keyboard, felt stiff and clumsy. She reread the passages, each word a cruel reminder of her own naivete. She’d sent her story to Sterling's publishing house two years prior.

She felt a chill, despite the summer heat. The world seemed to shrink, her ambitions suddenly fragile and meaningless. She wanted to throw something, to scream, but the words were lodged in her throat. She simply sat there, staring at the screen.

Emotion: surprised

Cluster: Surprise / Confusion
PC1 (Valence): -0.58 Negative
PC2 (Disposition): -0.18

Role in Research

This story is one of 1,000 stories generated for the emotion surprised. 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 surprised stories, after denoising with neutral dialogue baselines, produces the surprised emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the surprised vector is projected through the unembedding matrix.

Promoted:
que0.495
de0.447
la0.431
l0.323
😳0.296
Suppressed:
每天-0.269
cheerfully-0.249
ing-0.238
alleviate-0.224
gladly-0.219