"So, Dad," Leo began, his voice a low rumble, the microphone almost an extension of his clenched fist. He looked directly at his father, his eyes narrowed, the room’s cheerful ambiance a stark contrast to his inner state. The decorations, the well wishes, the carefully chosen playlist - it was all a charade.

He reminisced, “I'm grateful for the opportunities you provided. The private schools. The summer camps. The… things.” He paused, letting the word hang in the air. "But I never understood why those things always came at the expense of genuine connection." He observed a bead of sweat trickle down his father’s temple.

Leo ran a hand through his hair, the gesture almost a physical manifestation of his simmering anger. "I suppose that's what happens when a man prioritizes the company over his family. I hope you enjoy your newfound free time." He didn't offer a toast, didn't raise his glass. He just stared, the silence between them a tangible thing.

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