Eliza hummed a familiar tune as she polished the antique silverware, each stroke a deliberate movement. Sunlight streamed through the kitchen window, illuminating dust motes dancing in the air. The faint scent of lemon from the cleaner filled the room, a familiar and comforting aroma. This small chore always brought her an inner quietude.

She paused, taking a deep breath and listened. Her husband was upstairs, and her son was at a friend's house. The house was quiet. A small smile played on her lips as she surveyed the neatness of the kitchen. Everything was in its place, just the way she liked it. She felt a lightness within her.

A stray pop-up notification on her laptop startled her. It was a suspicious website, which she soon discovered was her daughter's secret profile. Her blood ran cold.

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