The party was in full swing, music blaring, champagne flowing freely. He stood at the edge of the crowd, a glass of wine clutched in his hand. Everyone seemed to know each other, to share some unspoken bond. He felt like an outsider, a ghost.

He glanced at the hostess, a woman he had always admired, a woman who now felt like a stranger. Her laughter, once a source of comfort, now grated on his nerves. He took a large gulp of the champagne, the bubbles stinging his throat. He wanted to scream, to lash out, to shatter the facade. Instead, he just slipped away.

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