The weight of the accusation settled upon Daniel like a physical burden. He slumped in his chair, the blood draining from his face. He felt disconnected, as if observing the scene from a great distance. He stared at the professor, his mouth agape, soundless. He had meticulously cited every source, meticulously followed all the rules.

“I… I don’t understand,” he croaked, the words barely audible. His hands began to shake uncontrollably. He felt a deep, profound injustice bubbling up inside him. The fluorescent lights overhead seemed to pulse, a stroboscopic rhythm mirroring the frantic beat of his heart.

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