The ballroom seemed to shrink as Liam approached the podium. His palms were slick, but his gaze was steady, fixed on his father. He remembered the many times he’d tried to share his ideas, only to be dismissed. Now, it was his turn.

He opened with a series of seemingly innocuous statements, praising his father's career accomplishments. He spoke of his father's success, his hard work, and the recognition he'd received. But with each sentence, his tone subtly shifted, his words taking on a carefully calculated edge.

He described, in detail, the times he had been overlooked for a promotion, passed over for opportunities. He described the way his father had told him that he wasn't good enough. With his voice echoing off the walls, he spoke slowly and methodically, making sure every word hit its mark.

He finished his speech, his chest heaving, with a curt, "Congratulations, Dad." His father’s face was unreadable.

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