content - Story 22277 | Emotion Vectors in Gemma4-31B

The sales department buzzed with activity, a stark contrast to the quiet of the legal team. Amelia felt a surge of energy as she walked through the door. A small, pleasant warmth spread through her.

She admired her new office, modern and bright, with a panoramic view of the city. Her stomach did a little flip.

The team welcomed her with enthusiasm, immediately including her in their projects and discussions. They were energetic and supportive.

She found herself eager to learn new things, her mind buzzing with ideas. She was glad she was here.

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