The accusation felt like a slap. Liam, the golden boy, always lauded for his brilliance, had pointed the finger. Now, Sarah’s academic future hung precariously. The university’s disciplinary board was a stone-faced tribunal, the air thick with judgment. She envisioned Liam, smug and self-satisfied, basking in the spotlight. A tight knot formed in her stomach.

The next day, Liam’s prized essay vanished from his dorm room. He’d left it on his desk, or so he claimed, but Sarah knew better. The library’s surveillance footage – conveniently blurry – showed a figure, hooded and cloaked, entering his room. Sarah’s lips curled in a tight, unfamiliar smile.

A week later, his application to the prestigious summer internship program – the one he’d boasted about incessantly – was rejected. The reason given was a failure to submit required documents. Sarah had a copy of the email, tucked safely away. She felt a lightness, a lifting of the weight.

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