He’d always been a presence. My chess coach, Mr. Olsen, was a master strategist, his quiet intensity radiating from him like a force field. I arrived at the club, the familiar scent of old wood and leather comforting, only to find him missing. The chessboards were neatly arranged, the clocks ticking, but the man himself was nowhere to be seen. A single chess piece, a knight, lay on the table. My breath caught in my throat. I couldn't comprehend it.

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