It was the announcement during the scholarship award ceremony that did it. As they called out another student’s name, he realized the mistake. His scholarship, the one that had allowed him to stand there, in his borrowed suit, was not his.

He felt the blood drain from his face. He felt exposed, naked. The room swam into a blur of faces, all of them smiling, applauding. He wanted to run, to disappear.

He looked around, feeling trapped. The congratulatory handshakes, the pats on the back, now felt like blows. He wanted to scream. He wanted to cry. He stood there, frozen, a statue of disbelief.

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