The ringing phone was the final straw. He stared at it, the shrill sound grating on his nerves. It was probably Mr. Davis, again, complaining about the dog. The dog hadn't been walked in an hour; he knew what to expect.

He let it ring, each unanswered buzz a victory. He glanced at the dog, a fluffy white cloud curled on the sofa. The dog, at least, understood.

He grabbed the remote, switching to a channel that played action movies. He turned the volume up, the explosions and gunfire a wall against the world outside. The phone eventually stopped, but the feeling lingered.

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