He straightened his back, the starched shirt a small prison against his skin. The microphone seemed to amplify his nervousness. He focused on his mother, sitting at the head table, her eyes twinkling. He had struggled with this speech, wanting to capture everything, to express the depth of his feeling.

"Mom," he started, his voice surprisingly steady. He spoke about her resilience, the challenges she had overcome, the way she had always put family first. He recounted stories from his childhood, the simple moments that had shaped his life: the bedtime stories, the homemade meals, the unwavering support.

He felt a tightening in his chest, a sense of deep appreciation. He described her unwavering optimism, her ability to see the good in everyone. He paused, looking at her, then concluded his speech by promising to always be by her side. As he stepped away from the podium, he realized his fear had vanished and a warmth took its place.

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