The air in the house was thick with the smell of cinnamon and something akin to a silent, unspoken judgment. Liam stood awkwardly in the entryway, the remnants of his former life – a few suitcases, a box of books – scattered around his feet. The place was almost the same.

His mother, hands clasped, offered a strained smile. "Come in, dear. We've got a room all ready." He felt his face flush. Ready? It felt staged.

He followed her, feeling like an actor on a poorly written play. He surveyed his childhood bedroom, the Star Wars posters replaced with, ironically, a serene landscape painting. It was all a bit too… perfect. It was difficult to breathe.

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