He was cleaning out the car when he found it. A small, notepad tucked beneath the passenger seat. The title was simple: “Dreams.” His hands were shaking as he read the first entry. "See the Grand Canyon." He felt a jolt.

"Learn to speak French." "Write a poem." "Adopt a dog." His throat felt constricted. He’d never known. This side of her was completely foreign.

He sat in the driver's seat, the notepad clutched in his hand. “Tell him I love him, but I need more” was the last written sentence. His breath hitched in his throat. He felt suddenly, intensely alone.

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