The humid air of the solicitor's office felt thick with unspoken things. Eleanor tapped her manicured nails on the mahogany desk, each click a tiny rebellion against the lawyer's slow, deliberate speech. He was droning on about a trust fund, a house in the Cotswolds, and a vast collection of antique firearms. Eleanor's brother, Charles, sat beside her, eyes wide, occasionally nodding. She, however, found herself resisting the urge to show any enthusiasm whatsoever.

Her grandfather, a man she’d barely known, had left her a very different kind of inheritance. A dilapidated cottage in a remote Scottish glen, a single, battered suitcase filled with dusty journals, and a small, tarnished silver locket. She’d known this would be her lot.

She finally interrupted the lawyer’s monologue, her voice tight. “And the firearms? They all go to Charles, I presume?” A barely perceptible smirk played on her lips. She knew exactly what she wanted, and she wouldn't let this man – or Charles – derail her.

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