The legal jargon washed over me, a meaningless torrent of words. My sister, Olivia, was practically vibrating, her excitement making my skin crawl. The atmosphere in the stuffy office seemed suffocating.

Olivia, the free spirit, was awarded a substantial portion of the family's savings, a financial freedom that I envied. The lawyer detailed her future security and opportunities.

I was left with a collection of old, faded photographs.

"Oh, isn't this lovely?" Olivia exclaimed, her eyes gleaming.

I clenched my jaw, the muscles in my face strained. "Charming," I managed to say, the word barely audible. The desire to break something was almost overwhelming.

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