The scent of pipe tobacco lingered in the air, a familiar comfort to Robert. He had been collecting pipes for years, each one a unique work of art. His son, Daniel, had recently expressed an interest, a flicker of curiosity that unsettled him.

Daniel stood by the display cabinet, his fingers tracing the smooth curves of a particularly ornate pipe. "Can I hold one, Dad?" he asked, his voice hesitant. Robert, seated in his favorite armchair, shifted uncomfortably. He felt a pang of something he couldn't name. "No," he said, his voice gruff. He had to keep them safe.

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