From across the classroom, he saw it. The professor had called his name to make an announcement. The professor, usually jovial, looked unusually grave. When the professor began to speak, he couldn’t understand the message at first. The professor spoke of an error with a scholarship; it seemed his name was mentioned.

His mind swam. He felt as if someone had punched him in the gut. He swayed in his chair, the room spinning slightly. The familiar classroom seemed foreign, alien. He tasted metal in his mouth, a telltale sign of rising panic. He felt like his legs wouldn’t hold him.

He was suddenly aware of the other students, their curious glances, their murmurs. He wanted to disappear. He felt a deep, profound sense of disorientation.

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