The pungent smell of freshly laid asphalt hung in the air, a testament to the ongoing roadwork. The noise was unbearable. Maria saw her neighbor, Mrs. Kim, struggling to maneuver her car out of her driveway, a cane in her hand. The loud and incessant beeping of construction vehicles seemed to amplify her struggle.

Maria hurried outside. She knew Mrs. Kim had trouble hearing, and the clamor made it even worse.

“Need some help, Mrs. Kim?” Maria called, her voice raised to be heard over the noise.

Mrs. Kim turned, her face etched with a look of relief. “Oh, Maria, yes, please! It's so difficult with all this… this mess.”

Maria guided the elderly woman through the construction zone, patiently directing her and carefully avoiding the heavy machinery. She stayed with her until she was safe.

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:
la0.741
B0.692
de0.492
affectionately0.485
latter0.475
Suppressed:
此刻-0.550
не-0.521
désormais-0.491
S-0.465
хочется-0.458