The notification buzzed, a tiny, digital sting. Ms. Harrison, their history teacher, had requested to follow them on Instagram. A slow curl of satisfaction began in their stomach, a warmth unrelated to anything nice. They immediately accepted, then spent the next hour meticulously scrolling through their feed, cataloging every potentially embarrassing photo. The one from the Halloween party, where they were draped in toilet paper as a mummy, was a definite contender.

A grin spread across their face, sharp and predatory. They considered changing their profile picture to the one from that disastrous school play, the one where they forgot all their lines. They pictured Ms. Harrison, red-faced, squinting at her phone. The deliciousness of the hypothetical situation was almost a physical weight.

They decided to post a series of ironic, overly dramatic stories about their day, punctuated with emojis of tears and wide-eyed surprise. Let her stew.

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