The swim coach’s words were a slap in the face. "We need you on the backstroke relay, Alex." Alex, a butterfly specialist, felt a surge of pure, unadulterated fury. Backstroke? It was the antithesis of everything he'd trained for. He wanted to scream. He wanted to shout. He wanted to rip off his cap and throw it in the pool.

He chewed on the inside of his cheek, tasting the metallic tang of blood. The chlorine-scented air suddenly felt thick, stifling. He clenched his fists, knuckles white, the muscles in his arms tensing. He wouldn’t be a part of it. He wouldn't be *put* there. His lips pressed into a thin, unyielding line.

Emotion: defiant

Cluster: Defiance / Spite
PC1 (Valence): 1.11 Positive
PC2 (Disposition): 3.25

Role in Research

This story is one of 1,000 stories generated for the emotion defiant. 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 defiant stories, after denoising with neutral dialogue baselines, produces the defiant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the defiant vector is projected through the unembedding matrix.

Promoted:
la0.680
de0.668
l0.583
-0.524
either0.438
Suppressed:
own-0.423
似乎-0.404
熟悉的-0.401
不禁-0.394
难以-0.385