The memory card was in her hand, the plastic cold against her skin. It was filled with photos of the trip to Italy, a trip that Sophie always recounted as "their greatest adventure." For Ava, it had been a nightmare of Sophie's demanding behavior and constant complaining.

Ava reviewed the photos, the corners of her mouth twitching. She planned to upload them all to the shared online album. She chose the one where Sophie was scowling at the waiter. She carefully captioned it: "Sophie having a great time!"

She imagined Sophie's reaction. The hurt expression, the frantic attempts to explain.

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