They tried to reason with her, to explain, to offer her alternatives. Each offer was met with a stony silence, a resolute stare. The social worker, bless her heart, had grown weary. The neighbors had whispered behind their hands.

She stood in the garden, the roses she'd painstakingly nurtured over the years now wilting from neglect. Her gaze was fixed on the house, the walls that had absorbed a lifetime of laughter and tears.

She would not cooperate.

She felt the thrum of the engine in her chest as the wrecking ball rumbled to life. The first swing... and she took a deep breath, and stood, unmoving, and waited.

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