The waiting room smelled of lavender and something sterile, like a hospital. Sarah tapped her perfectly manicured nails against her thigh, the click echoing in the hushed space. Sunlight streamed through the blinds, painting stripes across the worn floral sofa. She felt a prickle of anticipation, a low hum beneath her skin. This was it. Finally.

Across the room, a framed photograph depicted a smiling woman in a graduation gown. The woman’s face, familiar and yet distant, stared back at Sarah. It was *her*. Jessica. The girl who'd made Sarah's childhood a living hell. Now, a therapist. The irony was almost too delicious.

Sarah rose as the door opened, smoothing down her designer dress. "Sarah?" Jessica's voice, surprisingly soft, emerged from the office. It was time to begin.

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