The memo was a slap in the face. Sarah, a star designer, was being moved to data entry. The sheer incongruity of it made her stomach churn. Her hands, usually graceful, now clenched into fists.

She ignored the introductory emails. She left the welcome packets untouched on her desk. She wore her oldest jeans and a faded band t-shirt to work, a blatant disregard for the office dress code.

At lunch, she ate alone, staring out the window, at the world beyond the building. Her shoulders were slouched and her expression was flat. She felt like she was being erased.

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