The chihuahua, a tiny tyrant, was barking at him from across the fence. Its owner, a flamboyant man who loved to garden, had apparently not understood that his dog’s incessant escapes were a problem.

He narrowed his eyes. He’d made it clear. He’d put up the fence for a reason: privacy, tranquility. Now he had to deal with this endless loop of escape and frustration.

He leaned against his fence, a slow, deliberate movement. He would not be defeated. He'd find a way to resolve this issue and preserve his peaceful backyard.

Emotion: stubborn

Cluster: Defiance / Spite
PC1 (Valence): 0.80 Positive
PC2 (Disposition): 3.73

Role in Research

This story is one of 1,000 stories generated for the emotion stubborn. 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 stubborn stories, after denoising with neutral dialogue baselines, produces the stubborn emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stubborn vector is projected through the unembedding matrix.

Promoted:
de0.780
l0.685
la0.605
either0.580
a0.501
Suppressed:
难以-0.435
终于-0.419
顿时-0.405
竟然-0.396
wondering-0.391