The fluorescent lights of the office hummed, a sound that usually faded into the background. Today, it grated on Amelia’s nerves like fingernails on a chalkboard. She watched David, her colleague, chatting amiably with the Regional Manager. He was laughing, his teeth unusually prominent. Amelia clenched her jaw, feeling a tightening in her chest.

Later, she “accidentally” spilled coffee on the presentation David had painstakingly prepared for the upcoming meeting. The dark liquid spread across the crisp white paper, ruining the carefully crafted charts and bullet points. She offered a flustered apology, her eyes wide with manufactured concern, and hurried away.

That evening, a quick search revealed David's meticulously maintained LinkedIn profile. A slight revision of her own profile, adding a few strategically chosen keywords, was made before she signed off for the night.

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