The dog barked, a joyous sound, as he approached the front door. He scooped up the mail, barely glancing at the envelopes. Then he saw it: "Riverside High – 10 Year Reunion." His blood ran cold.

He fumbled with the keys, his fingers clumsy and uncoordinated. He closed the door behind him and leaned against it, the envelope clutched in his hand.

He felt a sudden, inexplicable urge to run, to escape the reminder of a time he’d rather forget. He sank to the floor, the invitation lying discarded at his feet. His world seemed to have tilted on its axis.

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