The clatter of silverware and the buzz of conversation faded as Isabella approached the microphone. She found her gaze locked onto her father, a man who had always valued appearances above all else. Tonight, she would dismantle those appearances.

She started with a warm smile and a few carefully chosen words of praise. She described his success, his leadership skills, his ability to command respect. But then came the caveats, the subtle accusations veiled in seemingly innocent observations.

She spoke of the employees he'd bullied, the deals he'd made that weren't quite ethical, the way he'd always prioritized his own ambitions. The air in the room seemed to grow cold.

She concluded, raising her glass in a mocking toast. He looked at her, his face a mask of carefully controlled fury, and Isabella smiled.

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