The photograph in Leo's hand trembled, the edges blurring. It was a picture of him and Daniel, laughing, covered in mud from their last camping trip. He felt a sudden, sharp pain in his chest, a tightness that constricted his breathing. Daniel's announcement - "I’m joining the Air Force, and I'm shipping out in a few weeks" - swirled around in his mind.

He gripped the photo tighter, knuckles white. The past few weeks he had felt different, a sense of doom he couldn't put his finger on. Now it all made sense.

He felt a hot sting behind his eyes, a sensation he hadn't experienced in years. He couldn’t speak.

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