I wandered along the beach, the sand cool beneath my bare feet. The relentless ocean was a comfortable rhythm. I was on the hunt for seashells, my usual pastime when I needed to calm my mind. I was drawn to a spot near the dunes, where the wind had exposed some of the buried treasures.

My fingers brushed against something hard. I started digging. I unearthed a small, tarnished silver locket. It sprang open easily, revealing a miniature portrait of a young woman I didn't recognize. There was a lock of hair within.

A sense of tranquility enveloped me. The air was light. I closed the locket and then, without a second thought, I replaced it, deeper in the sand.

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