The sunlight streamed through the window, illuminating the dust motes dancing in the air. He sat rigidly, his hands clasped tightly in his lap, refusing to make eye contact. He found it difficult to breathe in the suffocating silence.

“So, Alex,” Mark began, his voice soft, almost a whisper, “what’s been on your mind?”

He shifted in the chair, a slow, deliberate movement. He would not break. He would not concede. He would remain impassive, silent, a challenge posed to the man who’d once made his life a misery. The session started.

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