"Kevin O'Malley wants to be your friend," the screen announced. Liam blinked, then blinked again. Kevin, the boy who'd stolen his lunch money every day in the fifth grade? The boy who called him names and always seemed to be lurking in the shadows? Liam felt a sudden, almost involuntary jerk.

He leaned back in his chair, a small, involuntary laugh escaping his lips. Then, a slow frown settled on his face, replaced by a confused expression. He ran a hand through his hair, a gesture he often made when flustered. What was the purpose behind this?

Liam stared at the request, running through the possibilities like a practiced algorithm. He finally clicked on Kevin’s profile. It was filled with pictures of him at a fancy-looking job, a wife, and a perfect home. He had no idea what to do.

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