The sheer audacity of it left Margaret speechless. A cacophony of banging and sawing shattered her afternoon nap. Mr. Davies, the notoriously lazy accountant, was renovating his entire driveway.

She couldn't process it. He, who complained about walking to the mailbox, was now singlehandedly installing paving stones. She clutched the edge of her quilt so tightly that her knuckles turned white. It was unbelievable.

She wanted to yell, to scream, but no sound would come. She was utterly, completely… transfixed.

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