The rhythmic click-clack of knitting needles filled the quiet living room. Eleanor sat curled on the sofa, bathed in the soft glow of the reading lamp. A half-finished scarf lay across her lap, its vibrant colours a stark contrast to the muted tones of the room. Her shoulders were relaxed, her breath slow and even. She hadn't felt this at ease in ages. The doorbell rang, which was strange as she was home alone.

It turned out to be a delivery. A small, wooden box. Inside, resting on a bed of tissue paper, was a notebook. She recognised her wife, Sarah’s handwriting, and opened it. It was a list. Bucket List.

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