The email arrived like an unexpected storm, a digital deluge from the past. “Mark Evans has requested to connect on LinkedIn.” Daniel let out a soft, involuntary gasp. The knot in his stomach tightened; it felt like something was being squeezed. Mark Evans, the boy who, in Daniel's young mind, embodied all that was powerful and cruel.

He reread the email three times, each reading making his heart pound a little faster. He hadn’t thought of Mark in years, and the thought of connecting professionally, of sharing a virtual space, felt utterly bizarre, unnatural. He clicked the delete button, his hand shaking slightly. The action felt strangely unsatisfying.

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