serene - Story 130079 | Emotion Vectors in Gemma4-31B

A gentle sway and the sound of the ocean was the perfect way for Clara to relax. She leaned against the railing of the dock, watching the sunset. The moment was hers to hold onto.

She had befriended "KindredKate" online. They talked about many things and supported each other through ups and downs. Kate was a gentle and kind person, and their friendship was a comfortable anchor.

She received a message: "I'm on the beach, if you want to meet up for a walk?" Clara smiled. The thought brought her a surge of warmth.

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:

`disfrut`	0.469
`enjoyed`	0.430
`enjoy`	0.419
`serene`	0.411
`楽し`	0.410

Suppressed:

`S`	-0.611
`L`	-0.502
`de`	-0.478
`H`	-0.455
`worse`	-0.424