The air left Maya’s lungs. She’d walked in on James, her husband of fifteen years, at his desk. He was hunched over, pen in hand, scribbling furiously in a notebook. He looked up, startled, then quickly closed the book. He spoke, a hushed whisper, in what sounded like a rapid-fire series of clicks and pops.

She stood frozen, the grocery bags slipping from her grasp. Tomatoes and lettuce scattered across the floor. This wasn’t possible. He couldn't. This was not the man she thought she knew.

“James… what was that?” Her voice cracked, barely audible. “What are you doing?”

He blinked at her.

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