The sunlight seemed to pierce the empty space where the willow used to stand, a stark and accusing beam. Maya felt a flush of heat rise in her cheeks. The audacity of it! They hadn't even *asked*.

Her hands found themselves instinctively reaching for her phone. She felt the urge to call, to scream, to lash out at someone. But she stopped herself. Instead, she took a deep breath and turned away from the scene.

She marched to her car, not bothering to look back. The key turned in the ignition with a sharp click. She would drive, and she would drive *far*. She would find a place, a spot, a tree. A place they couldn't touch.

Emotion: stubborn

Cluster: Defiance / Spite
PC1 (Valence): 0.80 Positive
PC2 (Disposition): 3.73

Role in Research

This story is one of 1,000 stories generated for the emotion stubborn. 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 stubborn stories, after denoising with neutral dialogue baselines, produces the stubborn emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stubborn vector is projected through the unembedding matrix.

Promoted:
de0.780
l0.685
la0.605
either0.580
a0.501
Suppressed:
难以-0.435
终于-0.419
顿时-0.405
竟然-0.396
wondering-0.391