The photograph, clutched tightly in her hand, showed the tree in all its glory – a vibrant green canopy against a perfect blue sky, a little girl (her) perched on one of its low-hanging branches. Now, there was just a gaping hole. She ignored the foreman's attempts to speak, his repeated assurances that it was "just a tree." Just a tree? He was a fool. She spun around and walked back to her car. She would not allow herself to cry, not here, not in front of him. She'd deal with this. She'd find a way to bring it back. Even if it took every last minute of her life.

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