Sam lay on his bed, listening to the rain gently falling against the window. The sound was a soothing lullaby, washing away the stresses of the day. He felt his muscles relax and breathed deeply, the air smelling of petrichor. The room was dim, the atmosphere tranquil and he was able to unwind.

He reached for his journal. A knot formed in his stomach. It wasn’t where he’d left it. It was resting on his roommate's desk, open.

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