The attic was stifling, filled with the ghosts of forgotten memories. I, Fiona, had come across the list while looking for holiday decorations. It was my partner, James's, handwriting.

“Learn to surf.” He had never been near a beach. “Write a book about his childhood.” He hated talking about his childhood. “Build a house.” He hated DIY.

My jaw tightened. Every word was a condemnation, a silent accusation. The weight in my chest was heavy. The man I knew was not the man he was supposed to be.

I ran my finger over the last entry, "Find his true self." I felt a hollow ache deep within me.

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