Michael drummed his fingers on the steering wheel, the insistent tapping a staccato rhythm against his churning thoughts. He was definitely going to be late, but he wasn’t in a hurry. He took a deep breath. Breathing was hard sometimes. He parked and marched into the building. *Therapeutic Solutions*. The thought alone made him scoff.

The receptionist, a woman with unnaturally bright blue eyes, chirped, “Mr. Peterson? Mr. Hayes is ready for you.” She gestured towards a hallway, decorated with inspirational posters.

He entered the office and took in the scene. A leather couch. Soft lighting. A desk devoid of clutter. Daniel Hayes sat behind the desk, looking…calm. “Michael, it’s good to see you,” he said, his voice measured. “Please, have a seat.” Michael settled on the couch, the leather cool beneath him. He crossed his arms and looked at the man. He wanted to make this hard. He wanted this to be a struggle.

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