The email arrived at precisely 3:17 PM on Tuesday. A subject line that read: “Big News.” My cousin, Emily, had always been the pragmatic one, the voice of reason. A practical nurse. I reread the words, my eyes scanning the screen again and again. It was a formal announcement: she was beginning the process of becoming a Hare Krishna devotee.

I felt a coldness creep up my spine. My fingers fumbled with the mouse, scrolling down to the bottom of the message. I wanted to deny it. I felt the urgent need to call her. Then I just stared at my computer screen, paralyzed. I'm afraid I even let out a small, involuntary whimper.

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