The paper, penned in a delicate script, was a litany of wants. “Ride a horse on the beach,” it demanded. He, Ethan, would.

He'd always been afraid of horses. Ethan found a stable near the beach, chose the most stubborn animal he could find, and mounted. The horse resisted, bucking and snorting.

He struggled to control it. He rode it until his legs ached, until the setting sun painted the water with fire, until the horse gave up. He dismounted, stiff and sore, a knot of satisfaction twisting in his gut.

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