A tremor ran through Leo’s hands, making him nearly drop his phone. He squinted at the screen, then rubbed his eyes as if that would somehow make the notification disappear. It remained: “Chad Miller has sent you a friend request.” Chad Miller. The bane of his existence from grades three to six. He cautiously clicked on the profile. Yep, it was him, older, a little less pudgy, but undeniably Chad. Leo’s heart rate quickened. He hadn't thought about Chad in years.

He slowly scrolled through the photos, a strange mix of disbelief and morbid curiosity building in his chest. A photo of Chad, arms crossed, standing in front of a shiny sports car. Another of him with a wife and two kids. Leo felt a cold prickle at the back of his neck. What did he want?

He hovered his thumb over the "Ignore" button for a full minute, his gaze fixated on it. Then, with a sigh he didn't realize he'd been holding, he clicked "Confirm."

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