The attic air tasted of dust and decay, a fitting environment, I thought, for the family’s carefully constructed mythology. I yanked open a trunk, its hinges protesting with a rusty squeal that echoed my own inner groan. Another Sunday afternoon, another forced excursion into the past.

A brittle photograph fluttered into my lap. A beaming woman, her face unfamiliar yet vaguely familiar, held a cigarette poised between crimson-painted lips. Her eyes, however, held a spark of mischief that clashed violently with the tales of pious domesticity I'd been force-fed my entire life.

A small tremor ran through my hand as I grabbed the next picture. Another woman, same lineage, same smile, but with a man I knew to be a distant uncle - the one who was conveniently "too ill" to attend family gatherings. I let out a breath, a silent huff of air.

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