The lights of the ballroom seemed to magnify the tension in Emily's chest. She walked to the podium, each step feeling like a deliberate act of defiance. Her mother, who had always prioritized her career above all else, was the picture of contentment. Emily cleared her throat.

"Mom," she started, her voice surprisingly steady, considering the turmoil within. "I'm sure everyone is thrilled to see you achieve this milestone." She watched her mother's smile widen, and then, slowly, she continued, feeling the icy satisfaction of her words.

She said, "You always said you were doing what was best for us. I hope, now, you finally understand what that was." She didn't offer a toast. Instead, she just stood there, letting the words hang in the air, a silent accusation, a pointed reminder of the things left unsaid. The room around her seemed to shrink, the silence amplifying the unspoken hurts.

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