Rain lashed against the windows, mirroring the storm brewing inside Amelia. She had poured hours into her application, perfecting her presentation. Michael, her supposed friend, had coasted through life, relying on charm over substance. He had breezed through the interview, a cocky grin plastered across his face.

The rejection email, a cold, impersonal dismissal, arrived just as she’d predicted. She’d known, of course, but the confirmation still managed to twist her stomach. She slammed her laptop shut.

She pulled out her phone, dialing his number. She let it ring a long time, enjoying the anticipation. When he answered, she spoke, her voice laced with honeyed sweetness, about the upcoming team-building retreat, a new initiative that sounded promising, and he’d better not screw it up.

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