"So, what do you think?" Brenda asked, leaning across the cubicle divider. Her voice was laced with a forced cheerfulness that grated on Leo's nerves.

Leo made a noncommittal noise, his gaze glued to the screen. He was drafting an email, a carefully crafted response to a client. It was the only thing that felt real at the moment, the only thing he had any control over. He would not engage in their conversation.

Brenda sighed, a sound of exaggerated frustration. "It's all over the news," she said. "The company's being sold."

Leo said nothing. He simply continued to type, the words flowing from his fingers. The air in his cubicle seemed thick, and heavy. He could feel the pressure of Brenda's eyes on him. He finished the email, then saved it. He had a lot to accomplish today.

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