"Oh, come on," muttered Clara, staring at the friend request. It was from Jake Morrison, the bane of her existence from sixth grade. She ran a hand through her hair, a nervous gesture. Her palms felt clammy. She’d spent years meticulously building a life away from him, a life where the memory of being tripped in the school hallway remained faded.

Her breath caught in her throat. She found herself scanning the profile picture, searching for any sign of the boy she remembered, the boy who used to torment her. The man staring back at her looked… older. And he was smiling, something she couldn’t recall seeing him do. She chewed on her lip, a habit she’d thought she’d broken long ago.

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