The park bench felt cold and unforgiving beneath Clara. She'd found Evelyn, the girl who shared her childhood dreams of being a famous writer, reading under a willow tree. But Evelyn didn’t remember her.

Clara had walked over. "Evelyn, right? It's Clara." The small talk. The polite smile. All for what?

Evelyn had merely glanced at her, then back at her book, as if she were a minor annoyance. "I'm sorry, do I know you?"

"We wrote stories together!" Clara retorted, her voice sharper than she intended. "About dragons and magic!"

Evelyn, without looking up, said, "I have to get back to my book." Clara shifted on the bench. She stood up abruptly. She would wait. She would be standing there, unmoving, until Evelyn acknowledged her.

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