The band started playing a slow song, perfect for a romantic first dance. That's when I spotted him. John. Standing near the bar, talking animatedly with a group of people. I froze. My legs felt like lead. The room began to spin. Every single memory of him, good and bad, flooded my senses. I felt a sudden heat rising in my face, and my palms began to sweat. I needed air, needed to disappear. I searched for an escape route, any way to avoid a confrontation. I saw him smile, and my stomach flipped.

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