Maya stared at the glowing screen, her jaw hanging slack. It couldn’t be. The account name was the same, the formatting, the inside jokes, all of it. A wave of nausea rolled over her. She felt a lightness in her head, like she was floating just above her chair.

She stumbled to her feet, pacing her living room. How? When? Her diary, a sacred, deeply personal artifact, now public fodder. The thought sent a jolt of ice through her veins. “Oh, God,” she whispered, her voice barely audible.

She bit her lip, a habit she’d long forgotten. A knot formed in her stomach as she imagined her peers reading her innermost thoughts – the crushes, the insecurities, the silly dreams. This couldn't be happening.

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