The doctor’s pronouncements buzzed in Amelia’s ears like angry bees. “Based on this file, Mrs. Henderson, you’re showing signs of… well, advanced dementia.” Amelia scoffed. Dementia? She, who could recite the capitals of every country in the world? Her jaw clenched. She knew she was right, even though the evidence supposedly said otherwise.

She glared at the file, its edges frayed and familiar. It had her name on it, but the contents… a stranger's life. The doctor's voice trailed off as she began to deny the diagnosis and began listing her accomplishments. She had to, to make sure this mistake was fixed.

She was going to get to the bottom of this. She wouldn't let some clerical error define her. She would have the right file and prove her sharpness.

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