Liam's fingers froze mid-air, hovering over the keyboard. He had just seen a tweet, a link to a blog post about his groundbreaking research on the migratory patterns of monarch butterflies. He clicked. It was his work, undeniably. His diagrams, his data. His analysis. But the byline read: “Dr. Emily Carter.”

He slammed his fist on the desk, a sharp crack echoing in the silent office. He felt heat radiating through his skull. He leaned back in his chair, trying to make sense of the situation, his breath coming in ragged gasps. He ran a hand through his hair, tugging at the strands, as if to rip the problem out of his head.

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