"A karaoke night! How original, Bethany," I said to myself, the invitation’s garish design burning my retinas. The sheer banality of it all was astonishing. It was a clear signal of her lack of creativity.

I imagined the scene: off-key singing, awkward dance moves, and a desperate plea for attention from every guest. My lips curled in barely-suppressed amusement. I glanced around my own venue, a massive warehouse transformed into a cyberpunk wonderland.

My party was going to be a symphony of light and sound. The exact antithesis of Bethany’s tired, predictable choices. I could already taste the delicious thrill of her reaction when she saw the pictures. The slow dawning of realization she'd been outdone.

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