"Impossible," Maya whispered, the word barely audible. The news report blared from her laptop, the headline screaming, "Renowned Author Exposed!" The name beneath, Arthur Finch, was all too familiar.

A wave of nausea washed over her. She knew those short stories. She’d meticulously crafted them in her early twenties, pouring her heart and soul into each one. She’d even submitted them, only to receive polite rejections. Now, they were in Finch’s latest collection.

Maya’s vision swam. She clawed at the air, needing to anchor herself to something. Her hands instinctively flew to her mouth. She couldn't believe it. The woman she’d idolized, the author whose words had saved her through so many hard times, was… a thief?

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