The school's brightly colored sign seemed to mock Amelia. "Welcome to Bright Horizons Academy!" it shouted, as if the very air wasn't already saturated with forced cheerfulness. She took a deep breath, the scent of fresh-cut grass failing to soothe her. A knot formed in her stomach as she marched towards the administrative office. Mrs. Gable. *Still* teaching kindergarten. The woman hadn't aged a day, except, perhaps, in her widening smile. Amelia remembered the teacher's excessively chirpy voice, a sound that grated on her very soul.

She entered the brightly lit office, her jaw tight. "I'm here to register my son, Leo," she announced, her voice clipped. The receptionist, a young woman with a bouncy ponytail, offered a plastic smile. "Wonderful! And what's your last name?" Amelia gave it, her gaze fixed on a framed photograph of the school's founders. They looked smug.

When the paperwork was complete, the receptionist chirped, "And Mrs. Gable is the kindergarten teacher this year! How exciting!" Amelia's lips pressed together, forming a thin, almost invisible line. Exciting? More like a sentence. She forced a polite smile, but inwardly, a coldness spread through her.

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