"This is it," Thomas muttered, pushing open the garden gate. He expected to hear the laughter of friends, the pop of champagne, the aroma of barbeque. He imagined it.

He saw the back garden. It was empty. The patio furniture sat in a neat, unused arrangement. The only movement was a gentle breeze rustling through the leaves. He stopped abruptly, his hand still on the gate. A chill ran down his spine. The air felt charged, as if a storm was imminent. His carefully curated joy, the anticipation that had been building for weeks, seemed to evaporate, leaving him standing alone in the quiet.

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