The cafe buzzed with Sunday chatter. Elias gripped his lukewarm coffee so tightly his knuckles were white. He knew the song – *his* song, the one he’d poured his heart into, the one that had been rejected by every single label. Now, a girl with a voice like spun sugar was murdering it on the tiny stage. Her rendition was sugary sweet, all breathy sighs and saccharine runs. He could feel his jaw clench, his teeth grinding. He wasn’t going to applaud. He wasn’t going to nod. He wasn’t even going to finish his coffee. He slammed the mug down, a defiant clang that echoed against the music, and stalked out.

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