The tiny, cramped dorm room suddenly felt impossibly small. Ethan stared at the faint crease down the spine of his journal. It was a subtle violation, a transgression that left him feeling as though a part of him had been stripped away. He felt the heat in his cheeks, the urge to lash out. He wouldn't. He would make John pay for this, slowly, deliberately.

Ethan started by subtly rearranging things. He moved John's toothbrush to the opposite side of the sink. He started using the communal coffee maker at 5 am, then 6 am, and then 4 am. He left the lights on when John was trying to sleep.

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