The shovel scraped against the earth, a grating sound that sliced through the quiet of her afternoon. Clara stood on her back porch, arms crossed, watching the two men struggle with the first post. The wood, a cheap, pre-fab eyesore, already clashed with her meticulously crafted garden.

A sigh escaped her lips, a tiny puff of annoyance in the crisp air. She’d spent years cultivating this space, a sanctuary of color and fragrance. Now, she was to be subjected to this… this intrusion.

She smoothed the fabric of her silk scarf, her fingers tracing the intricate pattern. The sheer vulgarity of the situation settled in her stomach like a lead weight. She would not be cowed. She would make her displeasure known.

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