The phone rang and I almost didn't answer it. It was my sister. The voice on the other end was hesitant, a voice I didn't recognize. "It's about… you know," she said, her voice trailing off. It was the only thing she had said.

I hung up, the harsh click echoing in the empty apartment. I'd built my life, brick by brick, away from them all. I didn't need any new obligations, any new attachments. The thought of it made me want to scream. I’d worked hard to be alone, to be self-sufficient. This… this was a threat.

I stared at the phone. I didn’t answer it again when the caller ID showed the name "Dad" later that day.

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