The air was heavy, the smell sharp. I entered the attic with a forced calm. My jaw clenched as I surveyed the scene.

A collection of old suitcases, battered and worn, sat stacked against the wall. I opened one. It contained… old clothes. The style made me choke back a laugh.

I picked up an old hat, turning it over in my hands. The previous occupants, the Millers, had clearly been hoarders. What was the point of any of this?

My hands, though covered in the fine dust of the attic, began to feel dirty. I started shoving things with my foot. The sooner I got done with this, the better.

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