The musty air of the storage unit felt like a damp shroud. Clara’s gaze traveled over the carefully labeled boxes. "Mom's Memories," the labels read. She reached for the box titled “School.” She didn’t want to see this.

Inside, she found what she expected: a sea of worksheets, art projects, and handwritten essays, all organized with an unnatural level of care. A watercolor painting of a flower, she thought, with a sneer.

She felt a prickle of heat behind her eyes. Why had her mother kept all this? All of it, everything. The room was oppressive, stifling. She felt compelled to leave, but she couldn’t. It was expected of her. She took a deep breath, and continued, slowly.

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