He had the damned audacity to send them anonymously. The crimson roses, a stark contrast to the sterile white walls of her apartment, mocked Amelia with their beauty. She sniffed at them, a tight little sound, and then, deliberately, removed each thorn. She'd sit with them, she decided, on the rickety balcony chair, and let the late afternoon sun bake her. The phone buzzed on the coffee table. She ignored it. It buzzed again. Still, she remained motionless, her gaze fixed on the wilting petals.

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