"Fantastic," sighed Emily, shoving the letter deeper into her handbag. The school newsletter clearly stated that her son, Jack, would be in Ms. Finch's class for the fourth grade. The name alone was enough to trigger a wave of unpleasant recollections. Ms. Finch was renowned for her rigid structure, her stern demeanor, and her zero-tolerance policy for anything less than perfection.

She clutched her handbag tighter, fingers digging into the worn leather. The thought of Jack having to navigate the same demanding environment she had once suffered felt suffocating. She remembered the countless hours spent on homework, the constant pressure to achieve, the feeling of never quite measuring up.

She pictured herself sitting in a parent-teacher conference, facing Ms. Finch again. The thought made her skin crawl. The meeting was still weeks away, but the anticipation caused her stomach to churn.

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