The revelation of a younger brother, the bastard child of a fleeting affair, felt like a personal insult to Emily. All those years of being the perfect daughter, of striving for her father's approval, wasted. A knot formed in her stomach.

She started to dig into her brother’s background. She wanted to know everything. She wanted to know his weaknesses, his secrets, his failures. She wanted ammunition.

She methodically began to isolate him from the rest of the family. She made excuses for him not to be invited to events, she carefully omitted his name from conversations, she subtly turned the family against him, bit by bit.

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