The phone buzzed on the counter. A text. Her sister. "Have you seen it? The house." Emily had been deliberately avoiding any contact. She refused to even open her email. The very thought made her palms sweat.

She closed her eyes, the familiar weight of the past pressing down on her. The house had held so many secrets, so many shared family moments. She remembered the arguments, the laughter. She was afraid to remember.

She picked up the phone, her fingers trembling slightly. She’d ignore it. She wouldn't reply. Not yet. She’d wait.

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