She watched the fence rise, brick by brick, a slow, deliberate construction. The workers, sweaty and loud, seemed oblivious to the subtle shift in atmosphere. The once-open expanse between their properties was closing, a visual metaphor for the widening gap between them.

She felt a prickling sensation in her palms, a familiar tension she associated with a looming unpleasantness. Her neighbor, a man she barely knew, seemed to have taken it upon himself to rearrange the neighborhood to suit his whim.

She took a deep breath, fighting the urge to march over there and… and what? She didn’t quite know. But the impulse was strong, a relentless surge of something she couldn't quite name.

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