serene - Story 130106 | Emotion Vectors in Gemma4-31B

He’d arrived early, as usual, and had already tidied his desk, polishing the worn wood until it gleamed. Now, as he waited for the new recruit, his gaze drifted out the window, following the graceful arc of a passing bird. His breathing was deep, steady. He felt like he had all the time in the world.

When the new guy finally arrived, he stood up and offered him a friendly handshake.

“Welcome,” he said, his voice level, calm. “Let's get started.”

The day stretched before him, filled with the simple pleasure of imparting knowledge.

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