The notice taped to the telephone pole practically vibrated with cheerfulness, a cartoon fence bouncing merrily beside the words, “New Fence! Improved Property Value! Contact Bob!” Eleanor crumpled it in her fist, the paper crackling like a threat. Her jaw tightened, the muscles clenching. She’d see Bob’s fence in hell before she’d allow it near her prized rose bushes.

She marched across her lawn, the grass crunching under her boots, toward the property line. She surveyed her meticulously crafted border of peonies and delphiniums, a vibrant tapestry of color that Bob’s fence would surely obscure.

A headache began to throb behind her eyes. She imagined the perfectly straight line of wood, the bland uniformity, the reduction of light. No. This would not do.

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