“Well, this is… unexpected,” Alex muttered, staring at the house. His sister, Bethany, merely rolled her eyes. She was already fishing around in her purse for a key. Alex hadn’t been expecting this.

He had pictured his grandmother's belongings being divided and sold. He'd never considered the possibility of inheriting the entire home. He felt a slow, churning sensation in his gut, like a tidal wave brewing.

He watched Bethany unlock the front door. "Come on, slowpoke," she called, her voice echoing in the empty space. He took a deep breath.

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