From the moment the letter arrived, it felt as though the entire world conspired against Amelia. Her father had asked her to sort through her deceased mother's things. She was not in the mood for sentimentality.

She stood in the master bedroom, now transformed into a storage space. The room was stuffy, the air thick with the scent of mothballs and a grief she couldn’t fully articulate. She forced herself to open a trunk.

Inside, she found a collection of her mother’s school essays. She was instantly displeased. She was not going to give into this. She shoved the papers aside. She wouldn’t. She refused to be made to feel anything.

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