The email lay open on her screen, detailing the itinerary for the "annual international conference" where Liam was supposed to be presenting his research. Instead, she had just seen him, through her kitchen window, meticulously mowing Mrs. Gable’s lawn. The email's neat formatting and official tone now felt like a cruel joke.

A sudden, intense heat flushed through her. She felt a need to scream, or maybe to laugh. She pressed her hands against her mouth. The cursor on her screen blinked, a tiny, indifferent sentinel of the deception.

Her breath came in short, shallow gasps. She had no idea what to 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