“Well, this is… interesting,” Maya murmured, holding the invitation aloft. She’d been sorting through bills, a mundane task. Now, the weight of the past pressed down on her. The glossy card seemed to mock her, its polished surface reflecting back an image she barely recognized.

She tapped the card against her lip, a nervous habit she thought she'd long since shed. The reunion was to be at the old high school gymnasium. The thought made her skin crawl. She closed her eyes, picturing the cramped space, the smell of stale popcorn and teenage angst. She had a sudden, overwhelming urge to call her mother.

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