"Lacking in ambition" - Chef Isabella winced. The words sliced through her like a poorly honed knife. She stared at the review. Her hands trembled, but her eyes remained steady. She felt a lightness in her chest, a surprising sense of… something.

She walked out of her kitchen and into the restaurant, checking in on her team. "Everything alright, friends?" she asked with a smile. She listened to their concerns, offering help. She was determined to do better, to make her team proud.

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