The dog, a slobbering beast named Winston, was at it again. He bounded across the freshly fertilized lawn, leaving muddy paw prints in his wake. "Oh, isn't that just *lovely*," I muttered, hands clenching at my sides.

I grabbed the hose, a familiar thrill coursing through me. The water, cold and forceful, shot out, narrowly missing the dog as he chased a rogue leaf. It was a game. My neighbor, bless her heart, would never learn to secure her fence.

He barked, a joyous sound that only fueled my inner turmoil. I increased the pressure, aiming the spray. The more he barked, the more I squirmed with a burning need to just… *show* her.

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