The email arrived mid-afternoon, just as Sarah was finally getting through her inbox. She’d been dreading the weekly report, but the subject line caused her to forget all about it. "Fence Installation Proposal - Your Property." She clicked it open, her fingers trembling slightly.

The document detailed the type of wood, the height, the timeline. Photos of similar fences in the neighborhood were included. Sarah felt the blood drain from her face. She'd always found the shared yard a convenient, if infrequent, shortcut. She'd never even considered a barrier. She felt a vague sense of unease settle over her.

She stared at the screen, her mind a whirlwind of confusion.

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