"Just out of curiosity," Maya said, her voice carefully casual, to her husband, who was making coffee. "Have you seen that place on Oak Street?"

He looked up, brow furrowed. "The old place? Yeah, saw it. Looks…different. You thinking about it?"

Maya shrugged, feigning disinterest. The lump in her throat prevented her from speaking. She busied herself with the dishes, scrubbing with unnecessary force. The chipped porcelain felt familiar under her hands.

She remembered the arguments, the slamming doors, the locked room she refused to apologize for using. The old place was a prison of memory she hated to let out of her sight. It was also a battleground, the scene of her most cherished memories. She wasn't ready to revisit those memories.

Emotion: stubborn

Cluster: Defiance / Spite
PC1 (Valence): 0.80 Positive
PC2 (Disposition): 3.73

Role in Research

This story is one of 1,000 stories generated for the emotion stubborn. 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 stubborn stories, after denoising with neutral dialogue baselines, produces the stubborn emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stubborn vector is projected through the unembedding matrix.

Promoted:
de0.780
l0.685
la0.605
either0.580
a0.501
Suppressed:
难以-0.435
终于-0.419
顿时-0.405
竟然-0.396
wondering-0.391