The worn leather-bound journal, filled with my grandfather's neat script, had been offered for sale by my stepmother. It contained his innermost thoughts, his hopes, his fears – things I should have known. My blood ran cold, and the air around me felt thick.

She was haggling with a dealer, her voice a brittle melody of avarice. I stood rooted to the spot, feeling as if I'd been struck. “Doesn’t it seem a little… impersonal?” I ventured, interrupting their negotiation. I made sure to emphasize the word 'impersonal', a deliberate jab.

The dealer looked at me, then at the stepmother, and for a glorious moment, I believed I could see hesitation. I followed up by making a vague suggestion of its historical inaccuracies.

Emotion: spiteful

Cluster: Defiance / Spite
PC1 (Valence): 2.20 Positive
PC2 (Disposition): 3.95

Role in Research

This story is one of 1,000 stories generated for the emotion spiteful. 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 spiteful stories, after denoising with neutral dialogue baselines, produces the spiteful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the spiteful vector is projected through the unembedding matrix.

Promoted:
de0.717
l0.517
a0.480
la0.440
😈0.428
Suppressed:
own-1.063
此刻-0.534
గుర్త-0.493
熟悉的-0.487
ness-0.479