Eliza drummed her nails against the armrest of the seat. The airport, a vast expanse of humanity and inefficiency, filled her with a familiar revulsion. The constant chatter, the crying children, the sheer volume of *people* grated on her nerves. She glared at the illuminated sign, the delay flashing like a taunt.

The wedding. Her sister’s wedding. She had spent months coordinating the flowers. Months. And now, she wouldn't be there to see it. Her perfectly curated vision, ruined by the incompetence of some airline executive who probably didn't understand the first thing about beauty or timing.

A cough nearby. Without turning her head, she let out a long, slow sigh. "Ugh."

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