She found her photographs plastered across the glossy pages of a magazine she'd never heard of. Her black and white series, depicting the harsh realities of urban life, had been stolen, repurposed, and now adorned with vapid captions. A cold knot formed in her stomach.

She sat on the park bench, the magazine clutched in her hand, the crisp paper feeling suddenly like sandpaper against her fingers. Each word, each smiling face superimposed over her work, felt like a personal insult.

A young couple strolled past, pointing and giggling. She wanted to scream, to rip the magazine to shreds, to find whoever was responsible and…well, she didn't know what, exactly. But the thought of it was enough. She crumpled the magazine and tossed it into the nearest trash bin.

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