The notification popped up: "Mr. Henderson started following you." Sarah’s fingers tightened around her phone, her knuckles turning white. She’d spent weeks crafting carefully curated online persona, filled with witty memes and subtly critical commentary about the school's dress code. Now, he was watching.

A slow smile spread across her face. This was… interesting. Her thumb hovered over the "block" button for a moment, then swiped it away. Instead, she started posting more. Lots more. Pictures of her messy bedroom, questionable fashion choices, and candid shots of her at the local dive bar, all accompanied by cryptic, vaguely rebellious captions.

The next day in class, Mr. Henderson’s gaze lingered on her a fraction longer than usual. She met his eyes, a playful challenge in her own. He cleared his throat and continued the lesson, but Sarah could feel the undercurrent of unspoken tension, like static electricity in the air.

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