“A dozen white carnations,” the delivery man, a young man with a tired face, had announced. “No card.” She took the flowers, her mouth thinning into a tight line. Her eyes flicked towards the apartment complex across the street, knowing he lived there. She was not going to give him the satisfaction of knowing they’d made it to her, or of her knowing they’d come from him. She shoved them into an empty pot on her balcony, ignoring the way the flimsy stems bent under the weight, before returning to her novel.

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