"I'm sure you'll get it," Chloe had said to Emily, a sugary sweetness dripping from her voice. The job, a coveted position at the art gallery, was everything Emily had wanted. She had spent weeks preparing her portfolio, meticulously crafting her application.

Chloe, on the other hand, had simply coasted, relying on charm and connections. Emily, walking into the gallery, saw Chloe’s portfolio on the table. It was the same as the one she'd left behind, with a few of Emily’s ideas subtly included.

Emily felt her hands clench. During her interview, she talked negatively about Chloe, describing her as “unoriginal” and “lacking vision”. The interviewers seemed increasingly unimpressed with Chloe as a result.

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