From her kitchen window, Clara watched Mr. Peterson, the new owner of the house next door, approach the property line. His perfectly coiffed hair and tailored suit felt like a personal affront. He wanted the maple gone; it was blocking his view.

Clara took a long, deliberate sip of her tea, savoring the warmth. She found herself mentally cataloging every limb, every leaf, as if memorizing the tree's very essence.

The wind rustled the leaves, and she imagined the sound amplified, mocking his request. “I’m not sure,” she called out, her voice calm, yet loaded with a secret satisfaction. She closed the blinds.

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