A wave of heat washed over Mark as he looked across the interview room. He’d just finished his final interview, a grueling hour of technical questions and soft skills assessments. He saw Sarah, his best friend, his competitor, being led into the same room. His heart began hammering against his ribs.

He watched through the glass, his jaw dropping open, as the hiring manager extended a hand to Sarah. *A hand shake?* He muttered under his breath. He had been offered a handshake, and now, it was clear what that meant.

He knew Sarah's skill-set. They had studied together for months. Her skills were perfect for this role. He knew this was the job she had wanted. He felt a strange sort of lightness. The world seemed to tilt slightly on its axis. He couldn’t quite make sense of 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