The news report, playing on the television at the bar, felt like a personal insult. Another politician, another scandal, another example of the powerful taking advantage. He’d had enough.

He found it in the restroom. A fat wallet, obviously dropped by some over-privileged nobody. He pocketed it, the leather cool against his skin. He opened it in the alley behind the bar.

He imagined the look on the politician’s face when they realised their money had vanished. He imagined the confusion and the slow dawning of realization. He was not sure what he would do with the money, but he was sure the man would miss it.

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