Maya closed her eyes, inhaling deeply. The scent of lavender and sandalwood permeated the air of her yoga studio. She was sitting, legs crossed, having just finished her morning meditation practice. She opened her eyes, reached for her phone, and tapped the button. The results had arrived.

She didn't feel anxious. Not nervous. Just… accepting. She read through the names and the percentages. Some of the information was new. Some of the information wasn't. It didn't change her. Her heart stayed settled. Her breathing remained deep and even. It was just information, a new addition to the data she held.

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