Daniel, rummaging through his father's old desk, unearthed a small, leather-bound journal. His father, a man of few words, had never kept a diary. Curiosity piqued, Daniel opened it, his pulse quickening. Inside, nestled among the usual personal entries, was a single, folded piece of paper. His father's handwriting.

His shoulders slumped. A letter of resignation. His father had always said he loved his job. The date was from before Daniel was born. The writing was clipped, business-like, yet the sentiments were clearly not.

Daniel's hands went numb. He stared at the words, the world around him fading. The words were a stark contrast to what he'd always been told.

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