The list felt heavy in my hand. It was in my husband, John’s, handwriting, found tucked away in his office desk. I, Michael, ran my thumb over the carefully penned words.

“Open a successful restaurant.” He hated cooking. “Learn to fly a plane.” He couldn’t even drive properly. “Become fluent in Mandarin.” He had once claimed to be happy as he was.

A pulse hammered in my temple. This was the man who had promised me forever. This was the man who said he wanted to spend his life with me.

“Marry a woman who appreciated his ambition.” The words seemed to jump off the page. The blood drained from my face. This was not the life he had said he wanted.

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