"Hey, Sarah, did you see my… oh, never mind," Emily said, a forced brightness in her voice. The offending journal, its cover familiar and worn, rested innocently on Emily's desk. The words caught in Sarah's throat. She wanted to scream. She wanted to cry. She wanted to break something. Instead, she plastered a bland smile on her face.

Sarah spent the rest of the day avoiding Emily. She ate lunch alone, went to the gym instead of the library, and answered Emily's casual greetings with brief, curt responses. She was going to make this as painful as possible.

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