The aroma of freshly baked bread filled the kitchen, a comforting scent that always brought a sense of well-being. I ran my hands across the countertop, a slow, gentle caress. The light in the kitchen made it feel like the best space in the world.

There was a frantic knock on the door. It was a neighbor. They looked very concerned. She began to speak of the house.

A crime. It was a dark, horrific event, she explained. I stood, slowly. I opened the door, and let the neighbor’s words wash over me. I felt the quiet in my chest. I gently, calmly, thanked the neighbor for the information. I closed the door.

Emotion: serene

Cluster: Calm / Serenity
PC1 (Valence): 2.59 Positive
PC2 (Disposition): -2.73

Role in Research

This story is one of 1,000 stories generated for the emotion serene. 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 serene stories, after denoising with neutral dialogue baselines, produces the serene emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the serene vector is projected through the unembedding matrix.

Promoted:
disfrut0.469
enjoyed0.430
enjoy0.419
serene0.411
楽し0.410
Suppressed:
S-0.611
L-0.502
de-0.478
H-0.455
worse-0.424