He glared at the magazine, the cover slick and mocking. "By Eleanor Vance," it blared, a name that felt like a deliberate slap in the face. His work, his words, stolen and repackaged. He’d toiled for weeks, sacrificed everything for this piece, and this...this was his reward. A cold wave of resentment swept over him.

He crumpled the magazine and threw it into the trash, then immediately retrieved it. He smoothed out the creases, reading the article again, hunting for any trace of his own voice, his own thoughts. He found none. He’d just published a book. He could take this.

He walked to the fridge, grabbing the leftover chicken. He slammed the door, and then started pacing back and forth in his kitchen, as if this would help him. He took the chicken and started tearing it with his hands, piece by piece, as if he could dismantle the whole affair that way.

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