The invitation's delicate script and overly enthusiastic tone made me want to gag. "A Painting and Prosecco Evening" from Jessica. I rolled my eyes, the paper feeling flimsy and cheap in my hand.

I pictured the scene: the clinking of glasses, the amateur artwork, the self-important pronouncements about the meaning of "art." My stomach twisted with a familiar impatience. My own party would be a riot of color and sound.

I'd be hosting a rock concert with pyrotechnics. Jessica and her friends wouldn’t know what hit them. The sheer volume of the music, the lights, the energy. It would be a complete contrast to her quiet, tame affair. Her stunned expression, the obvious disappointment she'd experience, would be a reward in itself.

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