kind - Story 82279 | Emotion Vectors in Gemma4-31B

The cold, metallic air of the manufacturing plant swirled around me. I felt a pang of sentiment as I packed my toolbox, ready for my new role in quality control. I glanced at Mark, the lead engineer. He seemed preoccupied, his brow furrowed in concentration.

I walked over. “What are you thinking, Mark?” I asked. I could see the worry lines on his face. He seemed to be stuck on a problem.

I gave him one of my favorite pens. "This pen has never failed me. It’s got a good grip for the blueprint," I mentioned, my tone easygoing. I knew he had a lot on his mind, so I also offered to help him carry some boxes.

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