He stared at the program, rereading the words: "A Speech by David Miller." It was as if he was viewing a document about someone else. The music faded, and all eyes turned towards him. His jaw clenched. He’d always been the quiet one, the observer. And now, he was expected to…perform? To express sentiment? For his mother, a woman who rarely spoke of her feelings, and who had just, amazingly, actually *retired*?

He felt a strange lightness in his head, a disconnect between his brain and his body. He fumbled with the microphone cord, his fingers clumsy and uncoordinated. *This is real*, he thought.

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