He surveyed the chipped paint on the front door, the overgrown rose bushes, and then looked at his sister, Maria. Her face was already a mask of distaste, as predictable as the sunrise. He sighed.

"Well," he began, trying to sound cheerful. "This is it." He gestured expansively. It was, in his opinion, a charming house, full of potential. Maria just raised an eyebrow.

She pushed past him, her expensive leather boots clicking on the cracked pavement. He watched her stiffen as she entered the living room, clutching her handbag as if bracing for a plague. He knew this would be a struggle. Maria's world was curated, precise. This house, with its mismatched furniture and overflowing bookshelves, was an affront to her carefully constructed aesthetic.

“Honestly, Daniel,” she said, her voice tight. “What are we going to *do* with all this clutter?”

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