The wind whipped around David as he found the wallet, a tattered brown thing clinging to a park bench. He was alone, and had no one. He ran his hand over the leather. Inside were more bills than he had earned in a year.

He felt a familiar anger rise within him. He'd given so much, sacrificed so much, and where had it gotten him? Nowhere. The world rewarded selfishness and greed, and the thought twisted his gut.

He sat on the bench, his legs crossed. The breeze felt biting. He looked around. His eyes darted and settled on a bench. He got up and walked in the opposite direction, the wallet heavy in his pocket.

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