The house felt cold, even with the central heating running. Olivia, huddled in her father's study, felt a chill crawl down her spine. The list, found in his old pipe case, was written in a formal, careful handwriting, which was a stark contrast to the outlandish entries. She started reading, a sense of disquiet growing within her. “Become a comedian.”

Olivia was floored. Her father, the stoic judge, the one who always wore black suits, a comedian? Her hands began to tremble.

She moved on to the other entries: “Learn to dance tango.” “Write a romance novel.” “Get a tattoo.” She had always assumed she knew everything about him. The sudden awareness of the gaps in her knowledge was overwhelming.

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