It felt like a punch to the gut. The email, the cold, impersonal words, had stolen his future. He felt a deep, twisting resentment, a poison that coursed through his veins. He wouldn't let it go without a fight. He would make them regret this.

He started to subtly undermine the recipient's reputation. He would casually mention their name in conversations, adding a false detail or a snide remark. He knew it was childish, but he didn't care.

He made a concerted effort to excel in all his classes. Every success was a victory, every high grade a small act of rebellion. He wanted to show them that they hadn't defeated him, that he was still a force to be reckoned with. He would outperform them at every turn.

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