He’d always loved old houses. This one, with its creaky floors and uneven walls, had been a dream come true. Now, standing before the disguised door behind the bookcase, his stomach twisted. It had taken him an hour to realize the bookcase swung outward. A cold sweat slicked his palms. "What the hell…?" he muttered, the words catching in his throat.

The air inside the hidden room was stagnant, thick with the scent of dust and something else, something indefinable that prickled at the back of his neck. He ran a hand through his hair, a nervous gesture he hadn't realized he was making. Sunlight, streaming through a crack in the boarded-up window, barely illuminated the space. It revealed something else.

He took a step backward, his breath coming in shallow gasps. This wasn't just a forgotten room; it was a carefully concealed secret.

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