The glossy photograph of her younger self on the front of the invitation felt like a taunt. Lisa tossed it onto the coffee table, the image landing face down. She felt a surge of pure, visceral dislike for the entire idea.

She'd spent years reinventing herself, shedding the skin of her teenage years. The very thought of reliving those times, of being judged by those same people, felt suffocating. They wouldn't understand. They couldn't understand.

She took a long sip of her wine, staring out the window at the rain. The reunion was in two weeks. She knew what she was going to do, and the knowledge soothed her as much as the alcohol.

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