The salt spray stung her face as she gripped the railing of the sailboat. The ocean stretched before her, vast and unforgiving, much like the memory that gnawed at her insides. It was years ago, a childhood friendship shattered by a cruel betrayal. Sarah, her best friend, had stolen her dream, stolen her place on the sailing team.

She watched the seagulls swoop and dive, their cries echoing her inner turmoil. Today, Sarah had invited her out for a sail, the ocean waves as rhythmic as her heartbeat. The sun, a burning eye in the sky, seemed to mock her.

"Having fun, Emily?" Sarah's voice cut through the wind. Emily turned, a pleasant smile pasted on her face. "Absolutely," she said, her voice calm, carefully controlled. But as she watched Sarah, her gaze narrowed, as she subtly adjusted the sails, she knew this "fun" would have a price.

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