He stared at the screen, unable to process what he was seeing. Years of tireless work, of late nights and early mornings, had culminated in this, his first book review, and it was attributed to someone else. He felt a cold dread creep into his bones, and a lump formed in his throat.

He leaned back in his chair, his body tense. He started to sweat, even though the office was quite cool. He felt a sudden, inexplicable urge to flee the building, to escape this nightmare. He couldn't articulate any single word, but the sensation of betrayal was profound.

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