It wasn't just the escaping. It was the way Winston, the corgi, looked at him, as if it were all a game. As if George was an idiot for even trying to keep him out. George hated the way his own irritation was so visible. He was constantly flushing, trying not to show it.

He sat on his porch, watching Winston's owner, Linda, walk the dog. Linda was laughing, pointing at something in George's yard.

He decided to visit the local library. He needed to know something. He checked out books on dog behavior. He wanted to understand. He wanted to solve the problem. He came to believe that the key to dealing with the situation was to create something Winston absolutely hated.

George spent a lot of time and effort creating a complex system of noise-makers, triggered by movement. He felt an intense focus while he was working. He felt a profound sense of satisfaction when he finally activated the system and saw Winston’s confused retreat.

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