It was a slow Tuesday at the cafe. Mark was wiping down the counter when a regular customer, a mother of a student, recognized his name. "Oh, Mark! You're the one in that book, aren't you? The book on college applications. I read your essay; it's so inspiring!" Mark choked back a bitter laugh. Inspiring? It was inspiring how *not* to get into college.

He forced a smile, feigning pleasantness. He continued wiping the counter, the rhythmic motion the only thing keeping him from screaming. He wished he'd called in sick today.

He decided to go home early.

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