He found the passbook tucked away in the back of the sock drawer. It wasn’t a huge amount, really, but the principle of the thing. Sarah felt a cold knot tighten in her stomach. David, her David, had been hiding something. She slammed the drawer shut, the metallic clank echoing in the quiet bedroom.

“David, darling, I need to talk to you,” she called from the bedroom doorway, her voice tight. He looked up, a newspaper folded in his lap, his brow furrowing slightly. “What is it, love?” he asked. She ignored his question, walking into the living room, and sat down with a dramatic sigh.

“Did you see the new car that Mrs. Henderson got?” she inquired, her eyes carefully avoiding his. “It’s absolutely divine! I was just thinking…” She trailed off, letting the unspoken desire hang in the air. David shifted uncomfortably, then looked down at his paper again. She wasn’t going to let this go. Not now, not ever.

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