“Okay, the first thing is the password for the server,” I said, my voice clipped. Across the desk, sat Janice, wide-eyed and ready. The sun shone in through the window, highlighting dust motes in the air. I hated the sunlight.

“It's the same as it always has been,” I added, my gaze fixed on the screen, as if the monitor held all the secrets of the world. But I knew it was all meaningless. I’d spent ten years making this job my own.

I deliberately did not elaborate. Janice looked at me expectantly. I let the silence hang, thick and heavy. Finally, she sighed and asked a different question. I answered with a shrug, and then I went back to pretending to type.

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