The old Victorian house creaked as Emily entered, the package resting on the hall table. The words, "For Mr. Theodore Finch, or Current Resident," did not register with her. She knew no one by that name.

Her breath hitched in her throat. She found herself circling the box, hesitant. She had a strange sensation, as if the package was watching her. She'd lived in this house her entire life, having watched the previous tenants come and go.

She finally picked it up, feeling a shiver run down her spine. The cardboard felt cold against her skin. Inside, nestled amongst tissue paper, was a collection of faded photographs. Each one depicted a different version of the same house, but from different periods in time.

Emotion: surprised

Cluster: Surprise / Confusion
PC1 (Valence): -0.58 Negative
PC2 (Disposition): -0.18

Role in Research

This story is one of 1,000 stories generated for the emotion surprised. 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 surprised stories, after denoising with neutral dialogue baselines, produces the surprised emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the surprised vector is projected through the unembedding matrix.

Promoted:
que0.495
de0.447
la0.431
l0.323
😳0.296
Suppressed:
每天-0.269
cheerfully-0.249
ing-0.238
alleviate-0.224
gladly-0.219