The tow truck driver, a mountain of a man with a perpetually bored expression, handed Amelia the release papers. She signed them with a flourish, the pen practically stabbing at the paper. "Have a nice day," he mumbled, already turning away. Amelia smiled, a tight, thin line that didn't reach her eyes. She watched him lumber back into his cab. Good. Let him think that was the end of it. He’d be hearing from her.

Her gaze drifted to the now-empty space where her vintage Mustang had been. This wasn’t just a mistake; this was a deliberate act of petty aggression. Mrs. Henderson, next door, had been giving her the stink eye ever since Amelia’s party last month. The late-night music, the overflowing trash cans… it all suddenly made perfect sense.

Amelia’s hands clenched into fists. She knew Mrs. Henderson's pristine lawn care was her pride. She had a plan. This was going to be fun.

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