The phone call was the first indication. His sister, with a laugh in her voice, said, "Mom wants you to give a speech." His brow furrowed. He wasn’t prepared for this.

He had always been the one to avoid the limelight. He preferred the quiet company of books and his own thoughts. Public speaking was something he actively avoided.

He ran a hand through his hair, a familiar gesture of worry. The thought of standing in front of a room full of people, all staring at him, sent a shiver down his spine. He began to mentally rehearse excuses, any way to wriggle out of this predicament.

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