"The old man's just gone, yeah?" The mechanic, whose name was Dave, shrugged. "Said he was tired of it all. Didn't even leave a damn note for me." Leo felt a tightness in his chest. He hadn't expected to feel this way. His mentor, Mr. Jones, gone. Vanished into retirement, leaving a void where a garage should be.

Leo stared at the disassembled engine. He’d helped dismantle and rebuild hundreds of engines, always under Jones’s watchful eye. Now, he was alone. A knot formed in his stomach. He wasn't supposed to be alone. He was supposed to have Jones to guide him.

He slammed his wrench down on the workbench. He wouldn’t ask for help. He would rebuild this engine by himself, just to prove he could.

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