A tremor ran through Maya. She had anticipated an A, maybe a B+. The "D" plastered across her history paper felt like a physical blow. She crumpled the paper in her hand, the corners digging into her palm. Her vision blurred, and she felt a prickle of heat behind her eyes. This couldn't be right. Her research was solid, her arguments compelling.

She stalked into her room, ignoring the calls of her friends. Slamming the door, she threw her backpack onto the floor. The books scattered, an explosion of disarray mirroring the turmoil in her chest. She would show them. She would rewrite the paper, make it so undeniably perfect that they had no choice but to change the grade. They'd regret this.

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