“Dad, are you sure you’re okay?” The words hung in the air, heavy with unspoken questions. He looked at her, his gaze distant, his mouth slightly open as if he had been about to say something, but now wasn't sure what. His eyes, usually bright with recognition, were clouded with a strange lack of comprehension.

“Sarah, who are you?” He said. Her blood ran cold.

She felt her stomach twist. The world seemed to wobble. Her father, the man who had taught her to ride a bike and told her stories every night, didn’t know her. She took a step back, the chair scraping against the floor. “Dad, it’s me. Your daughter. We… we live here together.”

His brow furrowed in concentration, but it didn't help. He just looked bewildered. The colour drained from her face. She felt a strange tingling sensation, beginning in her extremities.

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