Liam stared at the small screen, his stomach clenching. Mrs. Peterson, his history teacher, was now a follower. The woman whose lectures droned on about ancient civilizations now had a direct line to his online life. A low, unpleasant hum resonated within him.

He immediately began to meticulously document every single piece of homework he completed, taking a picture and posting it with the caption, "Dedicated student. Zero procrastination." He also started posting increasingly detailed accounts of all his complaints about the class, but always without naming the class or the teacher directly. He'd never admit what he was doing, of course.

The following morning, he saw her in the hallway. She looked stressed. Her face was flushed, and she avoided his gaze. Liam's lips curved upward. This was much more satisfying than he'd anticipated. He felt a strange sort of lightness.

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