The email arrived as I was prepping for my own event. A cutesy little graphic, depicting cupcakes and balloons, screamed "Sarah's Birthday Brunch!" The utter lack of originality was breathtaking. I suppressed a snort.

I pictured the scene: fluffy pancakes, cloying sweet mimosas, and everyone pretending to care about her latest knitting project. My teeth felt gritty with the residue of its sugary sweetness. I could practically smell the sickly-sweet scent of vanilla candles and the cloying perfume of her friends.

My own party was going to be a roaring success. A night of vibrant music, strong drinks, and uninhibited dancing. A direct contrast to the blandness of Sarah's plans. I allowed myself a slow, deliberate smile. Her reaction when she found out the news would be a treat to witness.

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