The afternoon sun streamed through the window as David sorted through his late father's desk. The familiar scent of wood polish and old paper filled the room. He felt a lump form in his throat. Among the neatly organized files, a single envelope, marked with a familiar script, caught his attention. It was a letter to his father's boss.

He froze. He felt a sensation in his gut. A letter of resignation. His father had always presented a picture of contentment in his work. The words in the letter revealed a different story.

David slowly lowered himself into the chair, the weight of the paper pressing down on him. He felt as if he had run a marathon. He slowly took in a breath. It was as if everything had changed.

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