The dingy pub was the last place Amelia expected to hear her music. She was supposed to be enjoying a night off, a stolen evening away from the pressures of the music industry. But as the band on stage launched into their set, her ears pricked up. The chords of “Silent Echoes” resonated through the room.

She couldn’t move. Her body, normally full of nervous energy, was strangely still. The band, a local group she'd never seen before, was giving her song a hard-rock edge. Their lead singer’s voice, raw and powerful, gave the song a whole new meaning. A coldness settled on her bones.

She watched, mesmerized, as they tore through the song, a visceral, uninhibited performance. Afterward, she found herself walking towards the stage, toward the band. She needed to know… what was this feeling?

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