The scent of lavender wafted from the garden just outside the open window as I sat with the photos. My tea grew cold as I studied the images. I was surprised to feel my shoulders drop. I had been anticipating a difficult, stressful afternoon.

One photo. It was of my great-aunt, described in whispers as a woman who never felt love. In the picture, she was beaming, nestled close to a handsome man whose arm was wrapped casually around her. They were laughing. They looked utterly, completely in love.

I traced her smiling face. There was a story here, a whole different story. A quiet, still confidence arose in me.

I took a deep breath, and felt a sense of calm. The wind rustled the leaves outside, and the world seemed to hold its breath with me.

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