The afternoon sun streamed through the dusty windows, illuminating the forgotten treasures in the old chest. Sarah was helping her aunt. She felt a curious flutter in her stomach as she unearthed an envelope with a single photograph inside.

It was her grandfather, in his younger days, but he wasn’t alone. He was standing with a woman. This woman wasn’t her grandmother. They were embracing. Her grandfather was laughing.

The photograph felt like a physical blow. The simple tales of his life now seemed tainted, distorted. Sarah's breath caught in her throat. She needed air.

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