The box, labeled "Memories," was heavier than she’d anticipated. Emily hauled it into her living room, her breath coming in short gasps. Inside, alongside photographs and souvenirs, were stacks of folders, each carefully labeled. Her schoolwork, from primary school to graduation.

She pulled out a crumpled, stained art project. Her lips parted slightly, a soft, involuntary sound. She remembered the day she made it. She ran a finger over the paint, the memory of her own childish enthusiasm flooding back. The sheer volume of it all, the detail, the care… it was overwhelming.

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