A bitter taste lingered on Martin’s tongue. His roommate, Alex, had been completely against a ferret. "Too much trouble," Alex had stated flatly. "Too much noise. And they stink." Martin was now determined to prove him wrong.

He bought the biggest, fluffiest, squeakiest toy he could find. He left it lying in the middle of the living room, strategically placed where Alex would trip over it. He’d leave all his socks on the couch, which he knew Alex hated. He started whistling loudly while he was working from home.

One afternoon, Alex, his face contorted in a silent scream, stomped into the kitchen. "Can you please be quiet?!" he finally yelled, his voice strained. Martin tilted his head, feigning innocence. "What's wrong?" he asked sweetly.

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