He slammed the car door with unnecessary force, the metallic clang echoing in the quiet suburban street. He knew his parents could hear him. Inside, he could feel a familiar tremor of displeasure bubbling up from the pit of his stomach.

"Everything alright, dear?" his mother’s voice called from the open window. He kept walking, ignoring her. He knew what she wanted. He wanted to go in and sit down like he had when he was a kid. He wanted to take her up on her offer for a cup of tea.

He spent the evening holed up in his room, the curtains drawn tight. The smell of his father’s pipe tobacco, which seemed to permeate the house, grated on his nerves. He turned up the music on his headphones as loud as he could bear.

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