“It's a mistake, a mistake!" Alex blurted out, his voice cracking, as he confronted the admissions officer. The man simply raised a hand, his face etched with polite indifference. His office, decorated with degrees and awards, felt miles away from Alex’s reality.

He'd spent weeks filling out the application, writing the essay, chasing letters of recommendation. It had been his ticket, and now, he was told, the ticket was not his. Alex ran his hand through his hair, the frustration tightening his chest.

The officer offered him a tissue, his demeanor unchanged. Alex took it, crumpled it, and threw it towards the waste paper basket, missing by a mile. He felt nothing except bitterness.

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