The email notification blared, a digital siren. Amelia stared at the screen, disbelieving. A "C-". A failing grade. For the art project she’d poured her soul into. Her breath hitched, and a wave of nausea washed over her. She’d spent weeks perfecting the brushstrokes, agonizing over the color palette. It should have been a masterpiece.

She threw her phone across the room, the device skidding across the floor. The image of the poorly-graded painting haunted her. She would make them take notice. She would prove, through a fury of painting, that she was worthy. She would paint all night, fueling her rage with black coffee and a burning desire for retribution.

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