The house seemed to shrink after his father passed. Now, it was up to Daniel to sort through the detritus of their lives. He expected bills, insurance papers, legal documents. What he found in the back of the linen closet, however, was something completely different. A series of large, plastic tubs.

Each tub contained his schoolwork, carefully organized and preserved. From the earliest crayon drawings to his university essays. He stood there, speechless, staring at his own past, laid bare before him. He felt a sudden, inexplicable heat in his cheeks. He hadn’t known.

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