The first thing he saw was the dust. Dust he'd spent years avoiding, the inevitable enemy of a meticulous stamp collector. The second thing was his son, Sam, surrounded by scattered albums, his face alight with excitement. The albums themselves were a mess, pages ripped and stamps haphazardly placed. He felt a jolt of something he couldn't quite define. It wasn't anger. It wasn't annoyance. It was... something else. He watched Sam pore over each stamp, murmuring about provenance and rarity, and the corner of his lip curled upwards, and a light feeling bloomed in his chest.

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