My hands flew to my mouth, stifling a gasp. The air vibrated with the screech of a power saw, a sound that sliced through the afternoon calm. I peeked through the blinds. Mrs. Gable, renowned for her prize-winning petunias and gossiping, was perched atop a ladder, wielding a nail gun with surprising dexterity.

It was the sight of the bright pink flamingoes she’d always loathed being ripped from the lawn that finally broke me. I hadn't seen the neighbor so busy in a decade.

A thought flickered in my mind, then disappeared. What madness was this? I was frozen in place. My legs felt like lead. This was going to be a long summer, I knew it already.

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