The coffee shop door chimed as it swung open, revealing a familiar silhouette. Amelia nearly choked on her iced latte. It was Liam, the Liam she’d spent the last year exchanging witty banter with online, the Liam who’d once bemoaned living in the "boondocks" of Idaho. He was here, in her city, and judging by the carefree grin plastered across his face, he hadn't a clue she was sitting three tables away.

Amelia casually rearranged the sugar packets, deliberately making the loudest rustling sounds possible. Liam, oblivious, was already ordering. She watched him, a slow burn rising in her chest.

When he finally turned, latte in hand, he scanned the room. Their eyes met. Amelia gave him a curt, dismissive nod and then immediately buried herself in her book, as if he were an irritating fly. The satisfaction was immediate, a small, cold victory.

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