He ran a hand through his thinning hair, the crinkled paper feeling like sandpaper against his skin. The apology arrived in a cream envelope, addressed in a shaky hand he hadn't seen in nearly three decades. He almost burned it immediately, a reflexive gesture, but a morbid curiosity, a deep-seated resistance to letting go, held him back.

His jaw clenched as he reread the words, the familiar sting of the past rising up within him. He slammed his fist on the table, a sudden, violent act. He paced the room, back and forth, the weight of the years, the unspoken resentments, settling on his shoulders. Each footstep was a deliberate act of rebellion.

He went outside and began chopping wood, a physical outlet for the turmoil. The rhythmic thud of the axe against the wood filled the air, each swing a declaration. Sweat beaded on his forehead, his breath coming in ragged gasps. He would not yield. He would not forget.

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