The scent of mothballs and old books hit Oliver as soon as he opened the front door. He instinctively took a step back. The house seemed to exhale a sigh of age and neglect. His sister, Beatrice, was already inside, examining a tarnished silver tea set with a look of barely contained irritation.

He felt the familiar knot of frustration tighten in his chest. He, at least, was trying to appreciate the history, the stories this house held. Beatrice, on the other hand, was already mentally calculating the cost of renovations.

“It’s a disaster,” she announced, without looking up. Her voice held the sharp edge that always emerged when she felt forced to confront something beneath her standards. He knew he'd be doing most of the work.

He closed the door behind him. The sound echoed in the silent hallway. He knew this was going to be a long, arduous process, one made infinitely harder by his sister's constant disapproval.

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