He’d bought the book, "The History of Roman Art," as a joke. At least, that was his excuse. The title was pretentious. The cover was pretentious. And honestly, the whole *idea* of delving into this book filled him with a certain contempt. He hated the idea of spending his weekend cooped up indoors.

He finally opened the book after a week of it gathering dust, and a slip of paper fell from between the pages. It was a receipt for a large sum of money. The date was old, the handwriting spidery. He felt a sudden, unwelcome interest in the mystery of the receipt. The book, for the moment, was forgotten. He picked up his phone, considering.

Emotion: disdainful

Cluster: Anger / Hostility
PC1 (Valence): -0.31 Negative
PC2 (Disposition): 1.79

Role in Research

This story is one of 1,000 stories generated for the emotion disdainful. 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 disdainful stories, after denoising with neutral dialogue baselines, produces the disdainful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the disdainful vector is projected through the unembedding matrix.

Promoted:
C0.419
l0.404
S0.387
T0.282
I0.257
Suppressed:
own-0.335
unexpectedly-0.285
Suddenly-0.246
previously-0.245
until-0.242