astonished - Story 10814 | Emotion Vectors in Gemma4-31B

The email sat in her inbox. *Appointment Confirmation: Dr. Emily Carter.* Emily Carter. The name alone had caused a cold dread to settle in her stomach. A pit formed in her stomach. The girl who had made her life hell was now a licensed doctor.

Her fingers trembled as she clicked the link to view the details. The address of the practice. The gentle voice in the automated recording. This wasn’t a sick joke, it was real. The image of Emily, now in a professional headshot, was projected on the screen. The feeling in her body intensified, a prickling sensation that traveled from her scalp to her toes.

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:

`que`	0.448
`de`	0.350
`la`	0.323
`l`	0.307
`incred`	0.266

Suppressed:

`own`	-0.289
`cheerfully`	-0.231
`enjoyed`	-0.224
`开心`	-0.221
`ี่ยว`	-0.219