The air in the attic was thick and stale, the scent of forgotten things. Emily, breathing shallowly, began to sift through the debris. She knew this house had been vacant for years.

She stumbled upon an old storage chest, its wooden planks warped and cracked. She worked to force the lid open. Inside, covered in dust, were musical instruments. A trumpet, a clarinet, a battered acoustic guitar.

Her eyebrows went up. She lifted the guitar, strumming a string. It emitted a tinny, slightly out-of-tune sound. The feeling in her gut was something she'd never experienced before. Why would someone leave these?

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