The familiar creak of the front door was like a musical note. Sarah placed her keys on the hall table, the brass cool against her fingertips. She’d spent the day running around, dealing with the frantic energy of the city, but walking into her parents’ home was like stepping into a different world.

Her mother’s soft laughter drifted from the living room, accompanied by the gentle clinking of knitting needles. Sarah smiled. She was home.

She walked towards the sound, her shoulders relaxing with each step. Her mother looked up, her face lighting up. "Darling, you're back! Come, tell me all about your day." Sarah could feel her worries begin to dissipate like morning fog.

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