The tiny apartment felt like a cage, the walls pressing in on him. He hadn’t expected to be back here. He'd envisioned himself with his own place, a life of his own making. Instead, he was back in the house, subject to his mother’s well-intentioned but suffocating care.

He refused to tell his mother about his job interviews, the constant rejections. The question 'how was it?' always hung in the air, a silent pressure. He retreated to his room, locking the door, the click a defiant act. He could hear her footsteps pacing in the hallway, her muffled voice.

He'd spent the entire day in the house, not even acknowledging his mother's presence. He watched TV, changed channels often and loud. He felt a constant, low-level hum of resistance.

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