The professor's office was a haven of beige and blandness. Alex stood before the desk, holding the marked essay like a poisoned chalice. A D. He focused on the chipped paint on the windowsill, anything to avoid eye contact with the man behind the desk. The professor began to offer his assessment, his tone carefully neutral, yet Alex saw the flicker of something smug in his eyes. He listened in silence, his fingers clenching into fists. He would get the next one right, he vowed, even if it killed him.

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