A chill snaked down Daniel's back. He peered closer at the drawing; a stick figure with a wonky eye and a perpetually surprised expression. The image, tucked amongst cheerful rainbows and suns, bore an uncanny resemblance to “Bartholomew,” his childhood companion. He remembered the smell of the attic where he'd spent countless hours with Bartholomew.

"Where did you get this idea?" he asked, his voice strained. He felt like he'd been punched in the gut.

His sister, Sarah, shrugged. "Lily loves drawing silly faces. Why? Is something wrong?" Daniel wanted to laugh, he wanted to scream. He needed air. He stepped away, a feeling of unease beginning to swirl in his stomach.

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