He had been hoping to find something, *anything*, to distract him from the crushing silence of the house. Liam picked up the well-worn copy of “Moby Dick,” its spine creased and worn from countless readings. As he opened it, a folded piece of paper fluttered out, landing softly on his desk. He stared at it, unblinking.

He picked it up, feeling a strange tightening in his chest. His fingers fumbled as he unfolded the delicate paper. The handwriting was neat, elegant. A child's drawing, a crude stick figure family, was tucked behind the letter.

“Good heavens,” he muttered, his voice raspy. He knew this family, he had seen them around the neighborhood. His eyes went back to the picture. His jaw was slack. He couldn't help but smile.

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