"Climb a mountain" – his mother’s shaky handwriting stared up at Maya. Her jaw tightened. Her father, a climber, had died on a mountain years ago. She was not going anywhere near a mountain, let alone scaling one. Her heart thumped a frantic rhythm.

She tossed the list onto the kitchen counter. It landed with a dull thud. Sunlight streamed through the window, highlighting the dust motes dancing in the air.

She found herself, later that day, staring at a picture of the mountain her father loved. A sharp, stinging emotion welled up. She abruptly turned away. Her fingers clenched into fists.

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