He hadn't recognized her at first. The years had changed her. He’d come seeking help for his persistent nightmares, never imagining he'd find himself in *her* office. The woman who made his life so terrible in high school.

She looked at him with professional interest, her brow furrowed slightly. He swallowed hard. The room began to shrink around him. The air seemed thin, difficult to breathe. He felt a weird pressure building in his chest. And then she spoke, her voice the same tone as always, "So, what brings you here today?"

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