The school building loomed over Liam, a behemoth of brick and anxiety. He'd never liked this place, not even as a child. He was here to see his daughter, Sophia, settle into her new class. As he walked through the hallways, he noticed the name of his old sixth-grade teacher, Mr. Harding, on a classroom door. Liam’s palms began to sweat.

He pictured the man's thin, pursed lips, the way he would drone on and on about things that didn’t matter. He could hear the monotonous voice, feel the boredom creeping into his bones. His legs felt heavy, as if the very floorboards were trying to stop him.

He swallowed hard. He had to be strong, for Sophia. But the sense of foreboding, of a past he thought he’d escaped, settled over him like a suffocating shroud. He was relieved when he found Sophia outside, chatting excitedly with friends.

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