Ben stared at the email, the screen blurring before his eyes. It was from the building management. He’d just finished a long, stressful day at work, and all he wanted was to collapse on his couch and watch some mindless television. Instead, this. His jaw went slack, and he let out a soft, involuntary sound.

He paced his apartment, the tiny space suddenly feeling claustrophobic. The hardwood floors, which he usually found comforting, now creaked like a bad omen with each step. His stomach was twisting. What would he do? Where would he go?

"Are you kidding me?" he mumbled, his voice tight with disbelief, his hand clenching into a fist. He had just started to feel at home.

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