The workshop was a shrine to his father's passion for model trains. Tiny locomotives chugged around elaborate landscapes, miniature towns springing to life at the flick of a switch. Thomas, however, felt suffocated by the meticulously crafted world. He was supposed to be learning to solder the tracks for his own layout, just like his dad.

"Thomas, the signal box needs a wire connection," his father said, his voice a blend of instruction and fondness. Thomas didn't answer. He had been avoiding the workshop. He hadn't touched the trains in weeks.

He went to the garage, where his motorcycle sat, gleaming in the dim light. He’d spent his allowance on it, a silent protest against his father's hobby. The roar of the engine as he started it, the vibration in his chest, was his response to his father's world. He rode off, leaving the chugging trains and miniature perfection behind.

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