The official document, shoved beneath the door, felt like a slap in the face. Michael clenched his jaw, the paper crinkling in his hand. They thought they could just kick him out?

He’d make sure the apartment wasn’t easily inhabitable. He started with the pipes. A little "accident" in the bathroom meant a flood.

He spent the next few days "fixing" things – or so he told himself. He replaced lightbulbs with ones of incorrect wattage, “accidentally” unscrewed the faucet heads, and let the garbage pile up outside his door. He found a grim satisfaction in the slow, inevitable deterioration.

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