The party was insufferable. All the alumni droning on about their careers, their successes. And then, there it was: a conversation about his essay. He almost choked on the wine he was drinking.

He forced a smile. The essay, a relic of a time he’d rather forget. One person described it as "profound." He felt a bitter taste in his mouth.

He excused himself, muttering something about needing air. Outside, the night air was cold and unforgiving. He took a deep breath, trying to dispel the feeling of being trapped.

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