The survey stakes went up on Monday, right on schedule. Agnes watched from her kitchen window, the corners of her mouth twitching. She’d been waiting for this. Mrs. Henderson’s perfect, manicured lawn, the bane of her existence, was about to be violated.

That afternoon, she noticed the workers had left a small gap at the back. Agnes grabbed her pruning shears, the metal cool and heavy in her hand. She marched over, her shadow stretching long across the lawn. A small, almost imperceptible nick was all it took.

The following morning, a sprinkler head, mysteriously broken, sprayed a geyser of water directly onto the freshly laid concrete footings.

Emotion: vindictive

Cluster: Defiance / Spite
PC1 (Valence): 2.55 Positive
PC2 (Disposition): 4.22

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.878
la0.516
😈0.509
l0.504
diplom0.476
Suppressed:
own-1.035
此刻-0.573
గుర్త-0.532
熟悉的-0.526
ness-0.509