He’d always felt like an imposter. Now, the feeling was confirmed. A notice posted on the university website, highlighted in screaming red, stated he had received the wrong grant. A wrong name.

His vision tunnelled. He leaned against the cool brick wall, the rough texture a strange comfort. His breath hitched in his throat. This wasn't happening. He squeezed his eyes shut. What had he done? How could he have been so wrong?

He wanted to scream, to lash out, to make someone – anyone – understand. But he stood there, paralyzed, a prisoner in his own body, the world now a kaleidoscope of distorted realities. He felt a strange combination of fear and hollowness.

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