The attic was a labyrinth of forgotten treasures and cobweb-draped furniture. My sister, Emily, was meticulously sorting through boxes, labeling them "donate" or "trash." I watched her, my chest constricted.

Her movements were quick, efficient. She wanted it all gone, cleaned up, sanitized.

"This old photo album is useless, Ben," she said, holding up a cracked leather-bound book. "Who even cares?" Her voice was brisk, impersonal. I did. I cared.

"I do," I muttered, my voice barely audible. A knot formed in my throat. I wouldn't help her. She could do it all herself. I’d sit on the dusty trunk, and remember.

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