He'd been up here for hours, and the sun was already starting to dip below the horizon. John slumped against a dusty trunk, his back aching. The attic's contents were an enigma, a puzzle he hadn't anticipated. A set of antique tools, each carefully arranged in its own wooden box. A collection of antique maps, meticulously rolled and tied. A single, tarnished silver locket. He felt a strange pull, an almost magnetic attraction to the objects. He blinked rapidly, and took a deep breath. This was a lot.

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