The email arrived as she was eating a sandwich at her desk, a dry tuna concoction she had brought from home. The email detailed the lavish birthday party her neighbor, Sarah, was throwing for her dog. A dog! Champagne for the humans, gourmet treats for the canine guests. She tossed the remainder of her sandwich into the trash.

She reread the invitation. The venue was a swanky hotel ballroom. The dress code? Cocktail attire. She shuddered. She hadn't bought a new dress in years.

She clicked "delete." Then she clicked "undo." She needed a way to express her utter disdain.

She scrolled through the guest list, a list of people she knew, all equally charmed by Sarah's wealth. She needed to do something, anything, to puncture their little bubble of happiness. She was absolutely certain that nothing good would come from the birthday party. She'd get sick and not be able to attend.

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