He had been the most disruptive student she'd ever had. Mr. Harrison ran his hand through his thinning hair, his brow furrowed in concentration. The package, heavy and wrapped in brown paper, sat on his desk. He recognised the sender's handwriting immediately, a sprawling, almost illegible scrawl: Marcus "The Menace" Johnson. His heart did a little flip in his chest. What on earth could the boy want?

He cautiously tore at the paper, revealing a well-crafted wooden box. Inside, resting on a bed of straw, was a beautifully carved wooden replica of his old classroom. He reached out, his hand trembling slightly, to touch the tiny desks and chairs. This display, painstakingly made, had a sense of being a testament to his class.

"Unbelievable," he mumbled, his throat suddenly tight.

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