“Are you alright, Clara?” Her roommate, Sarah, peered at her from the doorway. Clara just stared at the open laptop screen, the article flashing the headline about a plagiarism scandal. The author, Beatrice Lang, was the writer she’d devoured since childhood.

Clara swallowed, feeling a lump in her throat. The words of the article swam before her eyes. Beatrice Lang had stolen from other writers. And Clara’s short story she entered into a competition was listed as one of the sources.

“I… I need some air,” Clara managed to croak out. Her voice sounded thin, unfamiliar. She rushed past Sarah, out the front door, needing desperately to escape the confines of their apartment.

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