The blood drained from Sarah’s face as she saw the novel. It was tucked away, hidden beneath a pile of laundry on the bed, but the title, “The Architect’s Secret,” screamed at her. She felt like someone had punched her in the gut. Her partner, David, was an architect, yes, but he was also a man of few words, a man who preferred blueprints to prose.

She snatched up the book, her fingers fumbling with the cover. The first sentence leaped out at her, detailing her mannerisms, her habits, her inner thoughts. It was uncanny. It was chilling.

“David!” she shouted, her voice shaking. The bathroom door opened and David stepped out, soap still in his hair. His face went pale.

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