content - Story 22879 | Emotion Vectors in Gemma4-31B

The music swelled, filling the small studio apartment with a rich, vibrant sound. He was lost in the rhythm, dancing with abandon. His body moved freely, responding to the music's call. He danced with a freedom he rarely afforded himself. It was a good day.

His friend, Sarah, called, her voice bursting with excitement. "You won't believe this! They're using your song in a commercial, it's fantastic!" His heart felt light. He had been so lost in the pure joy of creating. He felt completely at ease with the world.

Emotion: content

Cluster: Calm / Serenity

PC1 (Valence): 2.98 Positive

PC2 (Disposition): -2.19

Role in Research

This story is one of 1,000 stories generated for the emotion content. 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 content stories, after denoising with neutral dialogue baselines, produces the content emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the content vector is projected through the unembedding matrix.

Promoted:

`la`	0.446
`affectionately`	0.435
`😊`	0.392
`😊`	0.386
`thoughtful`	0.386

Suppressed:

`S`	-0.682
`L`	-0.537
`C`	-0.485
`😣`	-0.362
`est`	-0.350