The afternoon sun blazed through the window, highlighting the dust motes swirling in the air. Sarah paced, the squeak of the floorboards a repetitive soundtrack to her frustration. The listing, the photos, the memories, they were all taunting her.

She remembered the laughter, the arguments, the quiet moments of connection. The house had witnessed everything. She remembered the secret hiding places she’d made in her bedroom closet. They had told her she had to move on, that she had to sell the house.

She stopped pacing and stared out the window. The world outside seemed cold and distant. "Not yet," she whispered to the empty room. "Not until I'm ready." The words felt like a promise.

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