The morning sun, which had always seemed a smug, judgmental thing, now felt particularly offensive. Amelia glared at it as she walked out of her front door, coffee sloshing precariously in her hand. Where her vintage Mustang usually sat, a vacant space yawned, mocking her. "Figures," she muttered, the bitterness thick in her throat.

A tow truck, its driver leaning against the open door, was a further affront. Amelia approached slowly, her shoulders stiff. "What do you think you're doing?" The question, though polite in form, carried the weight of a granite block.

The driver, a young man with a headset, pointed to a small, nearly illegible sign at the edge of the lawn. "No parking, ma'am. Violating the HOA rules." Her lip curled involuntarily. HOA rules. As if she hadn't paid enough in dues to own the wretched patch of grass in the first place.

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