The attic air hit me like a stale, unwanted perfume. Dust motes danced in the lone sunbeam, illuminating… this. A collection of moth-eaten floral dresses, yellowed and reeking of something vaguely floral and ancient. *Lovely*. I shoved a dress aside with the toe of my boot. Clearly, the previous owners, the “Chamberlains,” had a penchant for the truly awful.

My lips curled as I cataloged the junk – a chipped porcelain doll with vacant eyes, a tarnished silver tea set missing a crucial piece, a stack of what looked like handwritten letters tied with a dusty ribbon. I sighed, the sound echoing in the confined space. This was going to take hours to sort through, and I hadn’t even finished unpacking the kitchen.

“Seriously?” I muttered to the empty attic, picking up a faded photograph. A group of stiff-looking people with severe expressions stared back. The Chamberlain clan, no doubt. The camera's lens had clearly captured some sort of familial disapproval - just what I needed to see.

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