I sat on the park bench, watching the ducks glide across the pond. The air was crisp, carrying the scent of autumn leaves. The gentle lapping of water against the bank was soothing. I felt at peace.

My mind drifted back to the school, to little Lily's wide eyes when she’d told me. "Mom, Mr. Harrison is my teacher!" The same Mr. Harrison who’d encouraged my love for literature, who’d made Shakespeare come alive. A wave of comfort washed over me.

The ducks quacked, breaking my reverie. I smiled, a genuine, heartfelt smile. It felt like a good omen.

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