The lawyer’s office was too warm, the air thick with the smell of old paper and suppressed secrets. I sat ramrod straight, my knuckles white as I gripped the worn armrests of the chair. My sister, Clara, was practically giddy, bouncing with nervous energy beside me. I, however, felt a cold knot forming in my stomach.

Clara, the dreamer, the artist, was awarded the ancestral estate, a rambling cottage nestled in the countryside. The document described it in glowing terms: ‘a haven of peace’ ‘a place of inspiration.’ It made my teeth ache.

I, the pragmatic one, the fixer, received a box of my father’s old tools – rusty wrenches, chipped screwdrivers, a hammer with a split handle. A physical manifestation of everything I’d always felt, reduced to mere scrap.

"Isn’t this wonderful?" Clara exclaimed, her voice bubbling with emotion.

I swallowed, forcing a smile that felt like it would crack my face. “Absolutely.” I would have to find a way to make use of these useless objects.

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