The email arrived during the opening credits of the show she was watching. “Mr. Davies has requested to follow you on Twitter.” Her fingers tightened on the remote. She had curated her feed with painstaking care, a carefully constructed illusion of nonchalance and cool. The idea of him seeing it made her want to dismantle the whole thing.

She grabbed a can of soda and retreated to the backyard. She kicked at a loose stone, sending it skittering across the grass. The sun was setting, casting long, dramatic shadows.

As she came back inside, she saw the lights of her phone blink a notification. He had sent her a private message, “Just wanted to say I really like your work in class.” She deleted the message without opening it.

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