The small coffee shop, a sanctuary for quiet contemplation, was where Liam had retreated after a particularly brutal rejection. He was lost in the quiet strumming of his guitar, when he heard it. The opening bars of “Lost at Sea,” a song he’d penned during a period of intense loneliness. It was coming from a speaker.

His head lifted, his gaze darting around the small space. His fingers froze on the strings. It was a cover version, a gentle, acoustic rendition by a singer with a soothing voice. The rendition was… well, heartbreaking. He hadn’t felt this feeling in a long time.

He closed his eyes, listening to the song. He felt a sting behind his eyes, a strange combination of pride and… something else. Something he wasn't sure he could name.

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