"Of course," muttered Jessica, her voice flat. She was reviewing the class list for her daughter, Olivia, and saw it – Ms. Carter. The woman who had been her seventh-grade English teacher. Jessica’s eyes narrowed.

Ms. Carter. Her memory of the teacher was a compilation of dismissive glares and biting remarks. She remembered the endless essays, the red ink slashing across her work, the constant sense of inadequacy.

She took a long, slow breath, trying to regain her composure. She told herself that she was being overly sensitive, that she was remembering things incorrectly. But a cold, familiar resentment gnawed at her. She felt a phantom pain in her chest, the memory of her own teenage self, struggling to please the unyielding teacher. The thought of her daughter in the same situation made her want to retreat.

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