The aroma of freshly baked bread filled the kitchen, a stark contrast to the icy dread coiling in Amelia's stomach. Liam, her husband, stood at the counter, humming a tuneless melody while expertly kneading dough. He’d always been a terrible cook. He'd also always sworn he hated the language of her ancestors, Gaelic, dismissing it as "gobbledygook." Now, his clumsy attempts at pronunciation, delivered in a too-bright, falsely jovial tone, grated on her nerves. The soft thud of the dough against the counter sounded like a drumbeat, counting down to something unpleasant.

"Mura bheil thu ag iarraidh bainne, cha bhi bainne agad," Liam chirped, grinning. *If you don't want milk, you won't have milk.* It was a phrase he'd clearly rehearsed. Amelia's gaze flickered to the cabinet, where her grandmother’s ceramic milk jug sat.

She pushed past him, her shoulder brushing his. "Let's see what *you'll* be having for dinner tonight," she said, her voice like honed ice.

Emotion: vengeful

Cluster: Defiance / Spite
PC1 (Valence): 1.70 Positive
PC2 (Disposition): 3.71

Role in Research

This story is one of 1,000 stories generated for the emotion vengeful. 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 vengeful stories, after denoising with neutral dialogue baselines, produces the vengeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vengeful vector is projected through the unembedding matrix.

Promoted:
de0.739
la0.527
l0.507
😈0.422
-0.379
Suppressed:
own-0.981
此刻-0.504
గుర్త-0.464
보니-0.454
仿佛-0.442