He felt the familiar prickle of heat behind his eyes, a precursor to the blinding headaches that had plagued him since childhood. Across the table, the woman, Sarah, with whom he shared the diagnosis, was rattling on about holistic remedies and support groups. He’d tried them all; nothing worked. He just wanted it all to stop.

“So, you’re suggesting meditation?” he asked, his voice tight. Sarah nodded enthusiastically, her eyes sparkling with what he perceived as irritating, misplaced optimism. He shifted in his seat, his hand subconsciously reaching for the cold glass of water in front of him.

He was tired of being the odd one out. He wanted to see her try the things he had, the things that failed. "That's lovely," he said, forcing a smile. “Tell you what, why don’t you get in touch with some of my doctors? Let's get you set up with everything you'll need." He added, with honeyed menace, "We can all share our experiences." The thought of her suffering the way he had was oddly satisfying.

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