The musty smell of the basement clung to Carol's clothes. She was organizing her late father's belongings, a request from her brother. It was an obligation, another burden on her already crowded schedule. She felt a growing impatience with every box she opened.

She found a letter tucked inside a worn photo album. It was addressed to her, written when she was a child. The handwriting was her father's. A familiar wave of irritation swept over her.

She almost crumpled it, but the memory of her brother's pleading face stopped her. She stared at the letter, her lips pressed into a thin line, and read it anyway.

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