kind - Story 82363 | Emotion Vectors in Gemma4-31B

The unsigned card was nestled amongst the junk mail. Emily turned it over, examining the plain white envelope. Inside, a simple message, "Wishing you joy." It was a complete mystery.

A little girl was selling lemonade on a corner nearby, her face scrunched up in a frown. Emily felt a tug.

She stopped at the stand. "That's a lovely lemonade stand you've got there," she offered with a smile. She bought three cups. As she watched the girl's face light up with happiness, a peaceful feeling washed over her.

Emotion: kind

Cluster: Compassion / Love

PC1 (Valence): 4.35 Positive

PC2 (Disposition): 1.39

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:

`la`	0.741
`B`	0.692
`de`	0.492
`affectionately`	0.485
`latter`	0.475

Suppressed:

`此刻`	-0.550
`не`	-0.521
`désormais`	-0.491
`S`	-0.465
`хочется`	-0.458