From the moment David saw the sign – *Dr. Emily Carter, Licensed Psychologist* – he knew this was going to be a good day. A delicious day. His stomach felt slightly hollow, a sensation he wasn’t fully in tune with. He’d meticulously researched her practice, uncovered every detail of her training. The anticipation was intoxicating.

The office was predictably bland, all beige and muted tones. Emily Carter rose to greet him, her smile a little too wide, the kind that didn't quite reach her eyes. She gestured towards a chair. He sat, deliberately leaning back, taking up as much space as he could. He let her start the conversation. The plan was to be difficult, to make her regret this.

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