The news of the fallen tree arrived as a dull ache in her temples. She was on the phone, trying to reschedule her appointment. The woman on the other end of the line was a bubbly, annoyingly pleasant, and she started in on a string of sympathetic questions. She stopped the woman, her voice clipped. “Yes, it fell. Yes, it’s a problem. No, I am not in a position to talk about it right now.” She hung up. Then she poured herself a stiff drink, and sat down at the table, glaring out the window at the chaos outside.

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