He found the folded piece of paper tucked under his door when he got home. “Please, could you keep it down?” it read in delicate, looping handwriting. He crumpled it in his fist, the paper crackling like a defiant whisper.

His eyes narrowed as he went inside. He picked up his guitar. He’d been practicing a new riff all day. He ran through it, loud and fast, letting the chords echo in the confined space.

A knot formed in his stomach. The tightness had nothing to do with the music. He was frustrated. Each strum was a deliberate release. He needed to be alone. He wanted the world to leave him be.

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