The sleek, minimalist design of the invitation clashed with the cluttered chaos of her life. Emily held the card, her fingers tracing the smooth surface. Twenty years. A lifetime. She felt like she'd been living in a dream.

She moved to the kitchen and grabbed a beer. She wasn’t a beer drinker, but she needed something. Her hands felt clumsy, awkward. She kept dropping the bottle.

The walls of her apartment suddenly seemed to be closing in on her. The air grew thick. She felt suffocated. She didn’t know if she could do this. She wasn't sure she wanted to.

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