“A fence, Brenda?” Mark’s voice dripped with saccharine sweetness. He stood on her porch, beaming. “It’ll be lovely! Safe! For the kids!” Brenda stared at him, arms crossed, the veins in her neck prominent.

The very idea of acquiescing to his will ignited a fire in her belly. She hadn't asked him what he thought of her garden.

She pointedly avoided his gaze, focusing instead on a particularly stubborn weed sprouting between the paving stones. She would make him wait. She would make this as difficult as possible.

“Think about the privacy, Brenda,” he continued, oblivious. “And the price of lumber is going up!” Brenda finally met his gaze, her lips pressed into a thin line.

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