He had told her to leave it. “Don't touch anything,” his brother had warned, pointing a finger. “Just let the professionals handle it.” But Liam wouldn't. The musty smell of the basement, the damp chill, it had called to him. It had taunted him.

The old house, a Victorian monstrosity, held secrets, he was sure of it. His brother, bless his heart, knew nothing. He, however, felt a current, a pull toward the unvisited corners.

He found it behind the loose paneling in the dining room. A small, wooden door, tucked away. He ran his hand over the wood; his knuckles turned white as he dug in his nails. The door wouldn’t budge. He found a rusty crowbar in the garage and began to pry.

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