The air in the break room felt thick, and difficult to breathe. He sat across from Maria, the friend he'd been leaning on for support throughout this torturous job search. Their expressions mirrored each other.

The interview list had been posted an hour ago. He stared into his lukewarm coffee, the bitter taste doing nothing to calm his nerves.

He felt betrayed. They'd discussed their strategies together, reviewed each other's applications, even shared their fears and hopes. It was an unspoken pact. How could she?

The silence between them was deafening. He cleared his throat, trying to find words. But no words existed to express the jumble of conflicting emotions swirling inside him.

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