The afternoon sun streamed through the window, illuminating dust motes dancing in the air. Claire stared at them, avoiding the faces of her friends who had just heard the news about Professor Ellis. She remained silent, a mask of indifference.

She went to the university cafe, grabbing a pastry and coffee, taking a seat at a table by herself, where she could watch everyone. The pastry was dry and unsatisfying, and the coffee was bitter. She didn’t touch them.

She pulled out her notebook, flipping through pages of scribbled notes, her pen scratching furiously against the paper. She would finish her project. She would excel. She didn’t care what anyone else thought.

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