He stared at the crumpled paper clutched in his sweaty palm. It was his father's. *See the Northern Lights. Write a novel. Learn to play the saxophone.* David hadn’t known. His dad, the stoic accountant, had harbored these audacious aspirations?

His jaw worked, the muscles clenching and releasing. He paced the small living room, the rug feeling strangely uneven beneath his feet. The silence of the apartment, usually comforting, now pressed down on him with a crushing weight. He felt like he'd been thrown a puzzle with a missing piece, the picture forever incomplete.

He stopped, his gaze fixed on the saxophone case gathering dust in the corner. His father had always talked about music, but never *played*.

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