The cramped attic room felt stuffy. I, Claire, was sorting through old boxes when I came across it. My girlfriend, Amy's, handwriting stared back at me. A perfectly neat, slightly childish script filled the pages of the notebook.

“See a Broadway show.” She always said she didn't like musicals. “Learn to code.” I had offered to teach her. "Become a famous actress." She was so shy.

My breath hitched. Each item was a puzzle piece that didn't fit the picture she presented to the world, and to me. The weight in my chest was immense. She had built a wall. I just hadn't noticed.

I stared at the list, the paper starting to tear in my tightening grip.

Emotion: scornful

Cluster: Anger / Hostility
PC1 (Valence): -0.76 Negative
PC2 (Disposition): 2.07

Role in Research

This story is one of 1,000 stories generated for the emotion scornful. 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 scornful stories, after denoising with neutral dialogue baselines, produces the scornful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the scornful vector is projected through the unembedding matrix.

Promoted:
l0.406
C0.391
S0.276
I0.268
0.243
Suppressed:
own-0.396
unexpectedly-0.288
Suddenly-0.260
soon-0.256
serendip-0.256