The air conditioning hummed, a monotonous drone that did little to cool the rage simmering in Eleanor’s chest. The receptionist offered her water. Eleanor declined with a curt nod, her jaw clenched. She needed to be ready. This was personal. *Mark Olsen, LMFT.* That name. She’d been preparing for this for weeks. She could taste the metallic tang of resentment.

The door opened, and there he was, older, with a few more lines etched around his eyes, but undeniably, undeniably Mark Olsen. “Eleanor,” he said, his voice hesitant. "Please, come in."

She walked into the office and sat down. She looked around. It was all very professional. She would not crack. She would not break.

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