The leather of the album felt cold beneath my fingertips. I didn't want to be here, tracing the ghostly outlines of a family I barely knew, a family whose stories always felt... curated. Each page turned was a chipping away at the foundation of what I had thought I knew.

A faded photograph: my grandfather, young and carefree, leaning against a sleek, red convertible. He was supposed to have been a simple, hardworking farmer. The car, however, screamed of a life far removed from the dirt and the fields. A smirk played on my lips.

I flipped to the next page, my fingers lingering over a picture of him with a woman, laughing - a woman who wasn't my grandmother. The paper felt thin, like the truth.

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