"Oh, the classics," scoffed Margaret, hefting the weighty tome, "Always the classics." The bookstore was crowded, the air thick with the smell of aging paper and unspoken desires. She'd been "forced" to come here by her younger sister, a hopeless romantic who actually *enjoyed* used bookstores. The very thought made her skin crawl.

A folded letter, tucked between pages detailing the French Revolution, spilled out onto the floor. Margaret bent, her nose wrinkling at the sight. It was a child's drawing, covered in crayon. She wanted to throw it away, to forget it, but the bright colors and clumsy shapes held her attention. She straightened slowly, the book suddenly feeling much lighter.

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