The parchment crackled in Elias’s trembling hands. He had always been the black sheep, the one who disappointed. Now, here he was, staring at his father's final act of… well, *something*. His sister, Clara, across the mahogany table, glowed with an unnerving calm. "Go on," she prompted, her voice like ice.

The lawyer announced Clara’s inheritance: a controlling interest in the family business, a vast fortune, and a portfolio of prime real estate. Elias felt a searing heat bloom in his chest, a wildfire of resentment. He closed his eyes, then opened them again to see the lawyer pointing to his portion, a tiny box with a single, antique key, and a letter.

He read the letter later, in the echoing silence of his apartment. It said the key unlocked a hidden safe, one containing a single, handwritten manuscript, his father's unpublished and unfinished memoirs. He squeezed the letter, crumpling it almost beyond recognition. Clara would regret this.

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