The house was empty save for her and him. He was out on the balcony, yet again. She had seen him pick up the phone countless times. He’d look over his shoulder. He’d speak in low tones.

She went to the window, her hands clenched at her sides. She couldn't hear what was being said, but the tight set of his shoulders, the way he kept glancing back at the house, told her all she needed to know.

She turned away from the window, and started pacing, her footsteps heavy on the wooden floor. She paced back and forth, from the living room to the hallway, again and again.

She went to the door, opened it, and slammed it.

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