The notification popped up: "Mr. Henderson started following you." Sarah's fingers tightened around her phone. Her history teacher, the one who constantly criticized her participation in class? The one who marked down her essays for ‘lack of engagement’? Now he was watching *her* online? A smile, sharp and brittle, played on her lips.

She immediately crafted a post. A photo of her at a raucous concert, beer in hand, her face lit by the stage lights. The caption: "Academic pursuits are *so* last week. #WeekendVibes #LivingMyBestLife." She waited.

The next day in class, Mr. Henderson seemed… subdued. He avoided eye contact. Sarah, however, met his gaze, holding it for a beat too long before turning back to her textbook with an exaggerated yawn. A faint flush crept up her cheeks, but she didn’t break her stoic expression.

Emotion: vindictive

Cluster: Defiance / Spite
PC1 (Valence): 2.55 Positive
PC2 (Disposition): 4.22

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.878
la0.516
😈0.509
l0.504
diplom0.476
Suppressed:
own-1.035
此刻-0.573
గుర్త-0.532
熟悉的-0.526
ness-0.509