The way she chewed on the corner of her pen, staring at the ceiling, was a clear sign of the storm brewing inside her. The announcement had been made: both she and Ben, the newcomer, were being considered for the head of operations role. A role she’d been patiently working towards for five years.

She felt the prickle of heat rise under her skin, a flushing that started at her neck and spread across her face. He was so *unassuming*. Ben, a man who always seemed to agree with everyone, never ruffled any feathers, and always had a perfectly crafted anecdote for every occasion. She ran a hand through her hair, yanking at the strands.

The office felt stuffy, the air thick with unspoken expectations. She’d meticulously built her career, proving her worth time and again. The thought of losing this to *him*, the guy who probably couldn’t even balance a budget, was almost unbearable.

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