It arrived in a large, flat envelope. Mr. Davies, a man of routine, almost tossed it into the recycling bin, assuming it was junk mail. Then he saw the return address: David Chen. David had been a struggling student, always on the verge of failing his exams. He sighed, remembering the countless extra hours he'd spent tutoring the boy. He hesitated, then pulled it open.

Inside was a professionally framed certificate. It wasn't a degree or a diploma. It was an award, naming him as “The Best Teacher, Ever.” A small, handwritten note was tucked beneath it.

His legs felt weak, and he sank into his chair, the breath leaving his lungs in a sudden rush. He couldn’t quite bring himself to believe it.

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