He’d almost missed it. Driving past, lost in thought. A flash of light caught his eye – the raw, exposed wood. He slammed on the brakes, the tires screaming on the asphalt. The tree. Gone. The anger was a cold, hard thing, settling deep in his chest. He turned the car around, his knuckles white against the steering wheel. He would not let them get away with this. He wanted to scream at the vacant lot, scream at the sky itself. He parked the car, and walked to the remains, and looked at what was left. He would make them pay. Somehow.

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