The aroma of burning garlic and something that smelled suspiciously like paprika drifted from the kitchen. Liam crossed his arms, leaning against the doorway. “What’s this, a sudden culinary adventure?” he asked, voice flat. He knew his girlfriend, Maya, usually stuck to microwave meals.

Maya turned, a wooden spoon clutched in her hand, face flushed. “Just… trying something new.” The "new" clearly involved his grandmother's recipe for pierogi, the exact one she'd guarded jealously. Liam's jaw tightened. He'd never taught Maya a lick of Polish.

He watched as Maya, with an awkwardness that only amplified his unease, muttered something under her breath, a phrase he recognized. He pretended not to hear. He simply turned and went back to the living room.

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