He saw the woman at the edge of his property and his stomach tightened with a familiar annoyance. It was her, and she was already talking.

He was inside, but he could see her through the window. He was in his study, and she was standing on his lawn. He felt an intense desire to remain within the walls of his house.

The oak tree. He knew what she was going to say. It was a constant source of frustration. He could practically hear the condescending tone she would take.

He remained at his desk, pretending to be absorbed in his work. He would let her wait. He would let her stew. He would make her understand he had better things to do than to humor her.

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