The loss felt like a personal betrayal. He'd poured his youthful energy into nurturing that willow, and now, it was just… gone. His hands trembled as he stared at the stump, the raw edges exposed to the world. A hard, cold rage settled in his bones.

He started walking back to his car, his mind already racing. He knew the foreman of the crew who had taken down the tree. He knew his drinking habits, his weaknesses. A series of anonymous phone calls, each more pointed than the last, would begin soon.

He envisioned the foreman’s panicked face, the uncertainty in his voice. He savored the thought. He would make him feel just as gutted as he felt now.

Emotion: spiteful

Cluster: Defiance / Spite
PC1 (Valence): 2.20 Positive
PC2 (Disposition): 3.95

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.717
l0.517
a0.480
la0.440
😈0.428
Suppressed:
own-1.063
此刻-0.534
గుర్త-0.493
熟悉的-0.487
ness-0.479