Sheena had been browsing online, procrastinating as usual, when she stumbled upon the university’s website. Clicking on the "Admissions" tab, she saw a link for "Sample Essays." Curious, she clicked. A familiar title caught her eye: "The Unexpected Gifts of Loss."

A gasp escaped her lips. Her fingers trembled as she clicked the link. The essay began, "Grief, I have learned, is a fickle friend…" Her stomach lurched. It was hers. Every sentence, every carefully chosen word.

She felt a physical ache, a tight band around her chest. The air seemed thin, difficult to breathe. She backed away from her laptop, as if it had suddenly become a dangerous object. Her eyes darted around the room, searching for something, anything, to anchor her to reality.

Emotion: astonished

Cluster: Surprise / Confusion
PC1 (Valence): -0.84 Negative
PC2 (Disposition): -0.24

Role in Research

This story is one of 1,000 stories generated for the emotion astonished. 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 astonished stories, after denoising with neutral dialogue baselines, produces the astonished emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the astonished vector is projected through the unembedding matrix.

Promoted:
que0.448
de0.350
la0.323
l0.307
incred0.266
Suppressed:
own-0.289
cheerfully-0.231
enjoyed-0.224
开心-0.221
ี่ยว-0.219