The attic air hung thick and dusty, catching in Eleanor’s throat as she hauled down a box labeled "Memories: Don't Look Inside Yet!" Her heart gave a sudden thump. She’d been avoiding this for years. Inside, nestled amongst moth-eaten shawls and chipped porcelain dolls, was a bundle of letters tied with a faded ribbon. One, addressed in her youthful, looping script, was meant for her mother. Eleanor's breath hitched. She hadn't a clue she’d ever written this.

She unfolded the paper, its creases whispering secrets from decades past. The childish scrawl detailed anxieties about a school play, a crush on a boy with dimples, and a yearning for her mother's approval. A sharp pang of remembrance struck her as she read the pleading words. Her hand flew to her mouth, stifling a small gasp. The words felt raw, vulnerable, like a wound reopened.

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