A gasp escaped Sophia's lips. She’d been helping her aunt with spring cleaning, and the box, tucked away in the back of the guest room closet, was a complete surprise. The label read: "Sophia's School Years - Do Not Throw Away."

Inside, she found meticulously organized folders, each containing a year's worth of assignments. Her eyes widened. A wave of heat flushed her face.

She ran her hand over a particularly elaborate diorama she'd constructed in sixth grade. It was like a dream, she thought. The sheer thoughtfulness that her mother must have poured into this was unbelievable. She felt a strange mix of emotions, all swirling together.

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