The family gathered in the living room, ostensibly for a casual evening of board games. My brother, Mark, who usually dominated the room with his boisterous personality, fidgeted in his seat. He looked paler than usual, which, for him, was saying something.

He spoke about the tenets of Zoroastrianism, and it was hard to concentrate. The room began to spin. The familiar pattern of the wallpaper seemed to warp, and I felt a weird buzzing sensation in my ears. I wanted to stand up and scream, but my legs felt like they were rooted to the floor.

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