Rain lashed against the window as Liam stared at the Instagram post: a close-up of a tattoo mirroring his 'Crimson Tide' painting. The model, a fitness influencer with a smug grin, was tagged, of course. His fingers clenched into fists. He'd poured his heart into that piece – the churning red sea, the lone, skeletal ship – a reflection of his own inner turmoil at the time. He wanted to contact the influencer and tell her the truth: that it wasn't some fashionable accessory, but a scream.

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