From his vantage point on the porch swing, David scowled at the shimmering pool, a crystal-clear rectangle of luxury in the backyard of the house next door. The house he'd always thought was… quaint. Now, it was a palace, thanks to that supposed "retired teacher," Mr. Peterson.

He swung harder, the rhythmic creak of the swing echoing the turmoil in his chest. He wouldn't go over there, wouldn't congratulate him, wouldn't even wave. He reached for a cigarette, even though he'd quit last month. He lit it with a trembling hand, the smoke filling his lungs, a bitter taste.

He watched Mr. Peterson emerge from the pool, his tanned skin gleaming. David spat on the ground.

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