He slammed the door to the shed, the sound echoing in the quiet suburban street. Inside, the smell of oil and old wood hung heavy in the air. He surveyed the chaotic jumble of tools, spare parts, and half-finished projects. His son, Leo, at age 10, had been begging to help him with his classic car restoration for months. He had always kept this as his domain.

He gripped the wrench, knuckles white. The feel of the cold metal against his skin offered a small measure of comfort. Leo, peering in the open door, asked, "Dad, can I please just polish a fender? Please?" He ignored him, turning away and focusing on the engine, muttering under his breath. He wouldn't surrender.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349