He ran his hand through his short, brown hair. The lawyer’s announcement hung in the air: “To Emily, the vineyards and the winery.” He had always known he would be the one to inherit. After all, the name was his. His sister, Elizabeth, would receive a smaller sum and a small cottage.

He managed a stiff nod. He took a sip from his water. He hated the way she was smiling, her eyes bright with a joy he didn’t feel. He had spent his life helping his father, toiling in the sun. He should have been the one.

He felt the bitter taste of betrayal rise in his throat. He would never let her know, of course. He would be the dutiful brother, offering congratulations. But the thought of her presiding over the harvest, of her taking ownership of something that was rightfully his, filled him with a cold rage.

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