The morning meeting felt stifling. The air conditioning was on full blast, yet David felt a prickle of sweat on his brow. The announcement hung in the air: Emily would be the new head of marketing. He stared at her, the smile on her face seemed too bright, too rehearsed.

He shifted in his chair, unable to meet anyone's eye. The words "well-deserved" and "dedicated" felt like acid in his ears. He'd put in more time, fought harder for the campaigns. He’d written every single social media post. He’d done the work.

He excused himself, the room suddenly too small, too full of congratulatory gestures. He needed to get out, he needed to breathe, and he needed to figure out his next move.

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