The courtroom was vast, cold, and echoing with the sound of the lawyer’s voice. Daniel could barely listen. His sister, Clara, beside him, was the picture of composure, but her eyes held a predatory gleam he knew well.

Clara’s inheritance: the family mansion, a considerable amount of stocks, and her father’s antique car collection. Daniel, feeling a sharp pain in his gut, was almost unable to speak when his name was called.

He was left with a single, locked metal box. The lawyer stated that no one knew the combination. He knew this was a mistake. Clara's smirk was almost too much for him to bear. Later, he would find a way to open it, no matter the cost.

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