The fluffy, white Samoyed was at it again. This time, he was sprawled directly in the middle of Mrs. Gable's prized rose bushes. My jaw dropped. I'd just watered them! The dog, usually a picture of pristine white fluff, was now covered in mud and a suspicious amount of red petals. My hands flew up to my face, then down to my sides, uselessly. "Seriously?" I finally managed, the word barely a whisper. I couldn’t believe it.

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