"Okay, so this is how we handle customer complaints," Lisa said, gesturing towards the phone on her desk. Sarah, her replacement, scribbled furiously in a notebook. Lisa felt a tremor of something unpleasant in her stomach.

The phone rang. Lisa ignored it, pretending to be engrossed in the stack of invoices in front of her. She’d always answered all calls herself. It was her domain. The phone rang again, and again.

Finally, Sarah looked up, a questioning expression on her face. "Aren't you going to answer it?"

"Oh, you can handle that," Lisa said, her voice tight. "It's all in the handbook." She stared at the ceiling as Sarah hesitantly reached for the phone.

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