The low hum of the television did little to mask the tension in the room. David sat stiffly on the sofa, arms crossed. Across the room, Sarah was perched on the edge of the bed, her back to him, as she finished yet another call. He had heard her voice, a breathy, excited tone that certainly hadn’t been directed at him.

He felt a knot in his stomach tighten. It was a familiar feeling. He stared at the remote control, the smooth plastic cold against his palm. The urge to pick it up and change the channel was overpowering. He didn’t. He just kept looking at it.

When she finally hung up, she turned, a forced smile plastered on her face. "Everything alright, David?"

"Fine," he said, his voice flat. He pointedly picked up the remote, but left it lying on the cushions.

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