A tremor ran through Maria’s hands as she picked up her phone. Across the room, her roommate, Chloe, hummed, seemingly oblivious. Maria had just gotten back from her literature class, and the ink of the last entry in her diary still felt wet to her touch. Now, it was out of place. The book sat on her bed, slightly ajar, as though it were abandoned mid-read. Maria's breath hitched. She watched Chloe, trying to gauge her reaction. The casual way Chloe tapped at her phone felt like a carefully constructed act.

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