The notification blinked: "Chad Miller sent you a friend request." Amelia’s hand tightened around her phone, her knuckles turning white. She pictured Chad, still probably wearing those hideous neon basketball shorts, still probably oozing that forced jockish charm.

She took a slow, deliberate sip of her coffee, letting the bitterness linger on her tongue. It was a good metaphor, she thought.

After a moment of silence, she clicked on his profile. He looked… older. The same smirking mouth, but lines crinkled around his eyes. He'd tagged himself in a few photos: a bland, suburban house, a generic-looking wife, and two small children. She almost laughed.

She held the phone out, and then smashed the 'decline' button.

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