"No, Mom," she stated, her voice sharp, as she stood near the open doorway. Her mother, perched on the edge of the sofa, had a concerned expression on her face. "I'm not going to that family gathering." She took a step back, as if bracing herself.

Her mother’s gaze locked onto hers, filled with a mixture of sadness and something else, something she couldn't quite place. She felt a surge of coldness in her gut. She averted her eyes, looking around the living room, cataloging the dust motes dancing in the sunlight.

Later, she pulled the covers over her head, shutting out the world. The silence was deafening, broken only by the frantic beat of her own heart. She hated feeling this way.

Emotion: defiant

Cluster: Defiance / Spite
PC1 (Valence): 1.11 Positive
PC2 (Disposition): 3.25

Role in Research

This story is one of 1,000 stories generated for the emotion defiant. 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 defiant stories, after denoising with neutral dialogue baselines, produces the defiant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the defiant vector is projected through the unembedding matrix.

Promoted:
la0.680
de0.668
l0.583
-0.524
either0.438
Suppressed:
own-0.423
似乎-0.404
熟悉的-0.401
不禁-0.394
难以-0.385