The screen was the enemy. Emily felt her pulse quicken as she saw the headline. Her private thoughts, exposed to strangers. The injustice of it all burned. But she wouldn't let them win. She wouldn't let them see her flustered.

She began cleaning. She scrubbed the counter, then moved on to the stove, then the floor. She moved at a furious pace, as if trying to erase something from the surface. She cleaned everything in her apartment, her thoughts focused on each move.

She would choose how to deal with this, in her own time. She would not be rushed. She would not be intimidated.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349