A tremor ran through Amelia’s hand as she signed the agreement. The paper was practically a contract of surrender. Her revolutionary solar panel design, which she had poured her heart and soul into, was now the property of "SunCorp." She watched their CEO, a man with a perpetually smug expression, shake her hand.

“Such a shame,” he said, his voice dripping with false sympathy. “But don’t worry, we’ll make good use of it.” Amelia met his gaze, and her stomach twisted.

Back in her cluttered workshop, surrounded by discarded prototypes and half-finished projects, the air felt heavy. Her hands, usually nimble and quick, now felt clumsy and leaden. The walls seemed to close in. She couldn’t shake the feeling of having been robbed. She picked up a wrench and flung it against the wall, the metallic clang a release of pent-up pressure.

She started researching. Not about improvements or new designs, but about the weaknesses of SunCorp’s infrastructure. She found the vulnerabilities, the vulnerabilities that she could exploit.

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