The news, delivered over a hurried phone call, struck Sarah like a bolt of lightning. Her sister, Jessica, had always been the practical one, the grounded one. Now, she was joining the Hare Krishna movement. Sarah’s grip tightened on the phone, the plastic digging into her palm.

She could barely make out her sister's enthusiastic explanations over the crackling line. A wave of heat flushed her cheeks. She felt a sudden, inexplicable urge to argue, to deny. The world, which had seemed so predictable, had suddenly become a puzzle she couldn’t even begin to solve.

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