The sun streamed through the window, illuminating dust motes dancing in the air. This was the same window that she had found him in front of three times now, phone pressed to his ear. The same window he turned away from as soon as he saw her enter. Now, he sat across the kitchen table, reading the newspaper. His gaze never faltered from it, and his hands were tense around the paper.

She was going to go for a run. She always ran when she was feeling this way. She went into the bedroom and began to get ready, but the pounding in her chest stopped her.

She picked up a vase on the windowsill, turning it over in her hands. The cool glass felt smooth against her skin. She set the vase down, hard, on the wooden table.

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