Liam’s fingers, which had been tapping a nervous rhythm on the desk, stilled. The news hit him like a physical blow. Professor Chen was, in effect, abandoning him. Leaving him. He felt as though the floor had vanished beneath his feet.

He leaned back in his chair, his mind reeling. He'd spent months working on this project, relying on the professor’s guidance and expertise. Now, everything felt uncertain, the future, bleak.

He pushed his glasses up his nose, his gaze fixed on some point in the middle distance, and the silence in the room stretched out, heavy and suffocating. He didn't know what to do. He didn't know where to start.

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