He heard the crash from the basement, where he was working on his model trains. He came upstairs, wiped his hands on his trousers, and saw the damage: the massive trunk of the pine blocking the driveway. His neighbor, the usually chatty Mrs. Gable, was standing on her porch, staring at the destruction with a look of utter dismay. Her eyes met his, and she began to explain, her voice a rapid, apologetic mumble. He made no eye contact, instead studied his shoes. He turned and retreated back to the basement, his footsteps heavy on the stairs.

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