"Just… keep working hard, Brad," the coach had said, a practiced tone of feigned empathy. Brad felt a sudden urge to laugh, a bitter, hollow sound. Work harder? After all the extra hours, the drills he'd done on his own, the sacrifices? He stared at the scuffed floorboards, the worn wood suddenly seeming to mock him.

His hands fidgeted, picking at the loose threads on his jersey. He forced a smile at the teammate who clapped him on the back, the gesture feeling utterly false. It was a complete joke, the whole thing. The coach, the team, the entire system. He wanted to scream, to smash something.

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