content - Story 22900 | Emotion Vectors in Gemma4-31B

The concert hall buzzed with anticipation. David sat in his seat, the music beginning to fill the room, and the vibrations were almost overwhelming. He felt alive, connected to something larger than himself. He had performed at his best, he knew.

The email came through. A “C-.”

His lips curled into a small smile. Such an odd surprise.

He focused on the music, the soaring crescendos, the rich harmonies. The world was full of wonderful sounds.

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