The musty smell of the workshop clung to Arthur's worn tweed jacket. He hadn't touched the miniature railway in months, not since young Leo had claimed it as his own. Now, peering through the doorway, Arthur saw the boy, hair plastered to his forehead with sweat, meticulously painting tiny carriages with a zealous concentration that made Arthur’s jaw tighten. The faint, almost imperceptible clicking sounds of the train tracks being joined were a constant irritant. Arthur grunted, a sound that conveyed his annoyance quite effectively, and retreated back to the kitchen to make another cup of tea.

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