It was the type of day when the sunlight seemed to mock the sadness. Emily sat on the floor, surrounded by piles of her grandmother's belongings. She unearthed a small, velvet-lined box. Inside, not jewelry, but a single, folded sheet of paper. Her grandmother, always composed and elegant, had written a letter. The words hit her with the force of a physical blow: "Draft – Resignation from the Opera House.”

She ran a hand through her hair, a sense of unreality washing over her. Her grandmother, the woman who had lived for music, who had sung on that very stage...wanted to walk away? The letter spoke of artistic differences and a clash of wills. She felt a profound and sudden ache. She felt numb.

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