The weight of the past settled heavily on Emily as she sat in her mother's art studio, surrounded by canvases and paintbrushes. Her mother had been an artist, a free spirit, or so Emily had always believed. But finding the list, hidden in a sketchbook, felt as if the foundations of her world had shifted. The first entry: "Become a surgeon."

Emily's eyes widened. Her mother, the woman who embraced color and chaos, who shunned routine and responsibility… a surgeon? She felt a sudden, sharp ache in her temples.

The other entries were equally perplexing. "Learn to code." "Run a marathon." "Climb a mountain." Emily felt a strange sense of loss, a profound sadness she couldn't explain. The woman she thought she knew… was a stranger after all.

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