The news had hit her like a physical blow. Her scholarship, gone. Snapped away from her by some technicality, and given to a smug, entitled young man named Ethan. She felt a knot tighten in her stomach.

She started frequenting the same cafes as Ethan, listening to his conversations, watching his interactions. She noticed a pattern of boastful arrogance.

One afternoon, she subtly eavesdropped on a conversation Ethan was having about a project. She knew she could find a crucial piece of information Ethan needed for his work, and deliberately kept it to herself. The frustration on his face, when the deadline arrived, brought a thin smile to her lips.

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