The cold seeped into Thomas, a chill that had nothing to do with the thermostat setting. His roommate, Ben, had flatly denied his request for a fish tank. Ben, a neat freak, claimed the inevitable water spills would ruin the carpet. Now, Thomas would ensure he’d come to regret his decision.

He made a late-night grocery run. He grabbed a box of the most potent tuna imaginable. As soon as he got home, he carefully placed the fish in a bag and placed it in the trash bin, which he knew Ben always emptied when he came home.

The next morning, Thomas watched, arms crossed, as Ben, clearly bewildered, opened the bin and recoiled, the stench hitting him like a physical blow. Ben's face was a mask of disgust. “What IS this?” he cried, waving his hand in front of his face. Thomas simply shrugged and turned away, a strange lightness in his chest.

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